{"id":"W4385501255","doi":"10.1007/978-1-4614-6625-3_32-1","title":"Screening","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Colorectal cancer screening; Breast cancer screening; Population; Cancer screening; Cervical screening; Screening test; Family medicine; Breast cancer; Cancer; Colorectal cancer; Cervical cancer; Mammography; Environmental health; Internal medicine; Colonoscopy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003763877,0.0006366558,0.0003701265,0.0009018892,0.0008518001,0.00114851,0.0006735165,0.001194328,0.2605753],"category_scores_gemma":[0.001035603,0.0002867133,0.0003997224,0.000562423,0.0003471093,0.0008948859,0.001158033,0.00132591,0.1498878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006165351,"about_ca_system_score_gemma":0.001308934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003873795,"about_ca_topic_score_gemma":0.01191854,"domain_scores_codex":[0.999757,0.00004462788,0.000008200353,0.00005070368,0.00009630232,0.00004319098],"domain_scores_gemma":[0.9998289,0.00004307442,0.000008264366,0.0000217823,0.00005553566,0.00004240305],"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":[0.00002612768,0.0001009251,0.0004912304,0.0001292982,0.000004448252,0.0001977467,0.0001299758,0.0001074924,0.0004982249,0.02051218,0.7004264,0.277376],"study_design_scores_gemma":[0.000004619731,0.00002544378,0.0009491647,0.000113271,0.00000353918,0.0006444789,0.000064358,0.00007139301,0.0001461313,0.003975009,0.9939979,0.00000474478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006554548,0.00240697,0.002365846,0.002768855,0.0009480348,0.00009535314,0.0004241433,0.0003008535,0.9900344],"genre_scores_gemma":[0.002164018,0.00169036,0.0008302315,0.002072543,0.0001837514,0.00003317518,0.0002779558,0.00003518651,0.9927128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7394247,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05695918759557021,"score_gpt":0.2820646963174192,"score_spread":0.225105508721849,"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."}}