{"id":91374,"topic":"ai","source":"Supply Chain Management Review","title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","url_hash":"95074dbeaba4e7d425528b6e77d2d895fecbb0d7","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","content":null,"image_url":null,"lang":"en","published_at":"2026-09-27T15:08:00+00:00","fetched_at":"2026-09-27T21:15:04+00:00","status":"read","starred":0,"extract_state":"failed","summary_auto":null,"cluster_id":null,"extract_retries":2,"extract_error":"trafilatura_none","contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}},"news_item":{"id":91374,"canonical_url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","source_url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","source_name":"Supply Chain Management Review","author":null,"published_at":"2026-09-27T15:08:00+00:00","locale":"en","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","full_text":null,"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","summary":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","source":"Supply Chain Management Review","date":"2026-09-27T15:08:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/91374","export_markdown":"/api/items/91374/export?format=markdown","export_json":"/api/items/91374/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning"},"formats":{"full":{"id":91374,"title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","source":"Supply Chain Management Review","author":null,"published_at":"2026-09-27T15:08:00+00:00","locale":"en","topic":"ai","tags":[],"excerpt":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","full_text":null,"reading_time_min":1,"extraction":{"state":"failed","confidence":0.2,"error":"trafilatura_none","explanation":"Low confidence: extractor returned no usable article text.","diagnostics_url":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}}},"quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}},"actions":{"read":"/item/91374","export_markdown":"/api/items/91374/export?format=markdown","export_json":"/api/items/91374/export?format=json","diagnose":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning"}},"digest":{"id":91374,"title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","source":"Supply Chain Management Review","topic":"ai","published_at":"2026-09-27T15:08:00+00:00","excerpt":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\"…","quality_bucket":"low","quality_reason":"Low confidence: extractor returned no usable article text.","reading_time_min":1,"cluster_id":null},"card":{"display_title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","subtitle":"Supply Chain Management Review · 2026-09-27","summary":"<a…","badges":["quality:low","issue:extractor_empty"],"links":{"read":"/item/91374","original":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","diagnose":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning"},"quality_warning":"Low confidence: extractor returned no usable article text."},"export":{"title":"Reimagining demand forecasting at Bayer with AI and machine learning - Supply Chain Management Review","url":"https://www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","summary":"<a href=\"https://news.google.com/rss/articles/CBMingFBVV95cUxORTB0NkVPa2NnTUlhRndzbDhxa2xzalZKU0Z6NTRYWVpldzhROThDbmpFTkxQNThvalpNUW9SWHZSS0JybUZuaVdmM2JlRjVycDBGRmRTMHl5Yll2N29VejdjSXNwT0lBWGNOYlNseDY4UU9PdlVMQk84QmNoTF9NNGNpLUIySWkyVmF4TTJ4SWNRQWl5SnRmVnA1NGlHdw?oc=5\" target=\"_blank\">Reimagining demand forecasting at Bayer with AI and machine learning</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">Supply Chain Management Review</font>","source":"Supply Chain Management Review","date":"2026-09-27T15:08:00+00:00","content":"","confidence":0.2,"diagnostics_url":"/api/diagnose?url=https%3A//www.scmr.com/article/reimagining-demand-forecasting-at-bayer-with-ai-and-machine-learning","quality_bucket":"low","failure_kind":"extractor_empty","retryable":false,"quality_reason":"Low confidence: extractor returned no usable article text.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"low","confidence":0.2,"failure_kind":"extractor_empty","retryable":false,"retry_after_attempts":0,"reason":"Low confidence: extractor returned no usable article text.","operator_guidance":{"severity":"warning","recommended_action":"use_summary_with_caveat","next_step":"Use the available summary only with a visible quality caveat.","operator_label":"Use summary with caveat","can_retry":false,"can_use_summary":true,"diagnostics_required":true},"content_depth":{"contract_version":"content_depth.v1","category":"summary_only","label":"Summary only","has_full_text":false,"has_summary":true,"content_length":0,"summary_length":430,"usable_text_length":430,"source_field":"summary"},"legacy_collapsed":false,"signals":{"extract_state":"failed","extract_error":"trafilatura_none","extract_retries":2,"content_length":0,"summary_length":430}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}