{"id":"W4312643556","doi":"10.22374/cjgim.v16i4.520","title":"The Cost-Effectiveness of Mammography-Based Breast Cancer Screening in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Mammography; Gynecology; Breast cancer; Mammography screening; Breast cancer screening; Medical screening; Cancer; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00485284,0.0005861204,0.001779447,0.003173374,0.0007650068,0.001797106,0.001379044,0.0008056075,0.002556706],"category_scores_gemma":[0.02952998,0.0003700818,0.003230058,0.00747303,0.0006890502,0.00060354,0.0006845105,0.001161766,0.00005938605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06442485,"about_ca_system_score_gemma":0.08029699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.936406,"about_ca_topic_score_gemma":0.9606888,"domain_scores_codex":[0.994108,0.002271327,0.0006131009,0.0002761036,0.002277306,0.000454166],"domain_scores_gemma":[0.9886324,0.005199505,0.002028277,0.0001247255,0.003487204,0.0005279923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007580515,0.0003654289,0.1351262,0.2937585,0.04485028,0.0007367523,0.0008216475,0.01521526,0.0006558784,0.007239161,0.03305302,0.4605974],"study_design_scores_gemma":[0.007123156,0.001886469,0.5683312,0.227326,0.1192301,0.001633499,0.002163526,0.01167092,0.001319731,0.005349568,0.05360148,0.0003642823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0674382,0.9065599,0.000416641,0.007987002,0.0003373122,0.0004228554,0.006864279,0.00002813243,0.009945669],"genre_scores_gemma":[0.6620058,0.3322789,0.001305821,0.001787403,0.0001139207,0.0002336547,0.001801413,0.00001405408,0.0004588788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06442485,"threshold_uncertainty_score":0.4674372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05248172366470503,"score_gpt":0.3275913892168841,"score_spread":0.275109665552179,"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."}}