{"id":"W3020578014","doi":"10.1002/cncr.32887","title":"Breast cancer early detection: A phased approach to implementation","year":2020,"lang":"en","type":"article","venue":"Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":714,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Cancer Institute; Union for International Cancer Control; Fred Hutchinson Cancer Research Center; GE Healthcare; National Breast Cancer Foundation; National Comprehensive Cancer Network; University of Washington; Novartis; Susan G. Komen; World Health Organization; American Society of Clinical Oncology; Pfizer","keywords":"Medicine; Breast cancer; Health care; Breast cancer screening; Cancer; Mammography; Economic growth; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1759247,0.002169402,0.001728449,0.004731314,0.008242445,0.01566946,0.008086815,0.005575366,0.009691575],"category_scores_gemma":[0.1137623,0.001606886,0.002235851,0.003710493,0.006073926,0.01008426,0.03119014,0.01173183,0.003032087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01972479,"about_ca_system_score_gemma":0.156643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008744966,"about_ca_topic_score_gemma":0.01374246,"domain_scores_codex":[0.8674796,0.09246245,0.007577851,0.006536031,0.01883331,0.007110595],"domain_scores_gemma":[0.9175562,0.02649442,0.006440124,0.00691962,0.020487,0.02210264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002491768,0.003784176,0.009614109,0.006863425,0.0002634368,0.0004436783,0.01615727,0.003025983,0.00162472,0.02946339,0.04664975,0.881861],"study_design_scores_gemma":[0.001843852,0.01455206,0.04951201,0.03293242,0.0006574664,0.001702446,0.07642177,0.01284501,0.007582299,0.1472687,0.6540254,0.0006564627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03717202,0.01841758,0.3542621,0.3855356,0.006757338,0.1089391,0.0006593703,0.003691954,0.08456494],"genre_scores_gemma":[0.1675644,0.01233356,0.7321643,0.03622401,0.001079007,0.04157666,0.0005167894,0.000409146,0.008132217],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1759247,"threshold_uncertainty_score":0.9303898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167072935284725,"score_gpt":0.3974697410536164,"score_spread":0.2807624475251439,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}