{"id":"W4388725511","doi":"10.1370/afm.22.s1.4977","title":"Improving cancer surveillance for breast, colorectal, and prostate cancer: Actionable recommendations for the BETTER Program","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Cancer; Prostate cancer; Context (archaeology); Survivorship curve; Colorectal cancer; Population; Disease; Oncology; Family medicine; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08965823,0.001401408,0.002183873,0.00639259,0.003621011,0.007651969,0.007501026,0.01062396,0.01693851],"category_scores_gemma":[0.231697,0.001122994,0.005724184,0.005872422,0.002479573,0.008230406,0.008846398,0.013417,0.005261017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02165888,"about_ca_system_score_gemma":0.1930389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1493776,"about_ca_topic_score_gemma":0.2804828,"domain_scores_codex":[0.9183546,0.04812824,0.01137959,0.002239629,0.01487739,0.005020524],"domain_scores_gemma":[0.7562394,0.08023889,0.01794911,0.006793892,0.1145695,0.02420928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001343525,0.0004938488,0.004957173,0.04032961,0.0005089048,0.0001595692,0.002726438,0.0007910446,0.0003237274,0.01013626,0.648519,0.29092],"study_design_scores_gemma":[0.001018574,0.0004618089,0.01919307,0.2445587,0.001496471,0.0001962693,0.008091272,0.001494798,0.0008011459,0.01444643,0.7079545,0.0002869185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002514429,0.05623982,0.01616125,0.8704917,0.01201436,0.01165009,0.005993761,0.001043988,0.0238905],"genre_scores_gemma":[0.04789474,0.1274841,0.373533,0.3972694,0.004231593,0.02903834,0.01051612,0.0004475091,0.009585364],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1493776,"threshold_uncertainty_score":0.4741637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0665358901571555,"score_gpt":0.3859907534833334,"score_spread":0.319454863326178,"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."}}