{"id":"W4388673186","doi":"10.46747/cfp.6911748","title":"Breast density notification","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario","funders":"","keywords":"Breast density; Breast cancer; Medicine; Gynecology; Family medicine; Computer science; Mammography; Cancer; 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":[0.001687164,0.0004410233,0.0004209679,0.002370128,0.001656553,0.000820668,0.001565269,0.0008201649,0.03423133],"category_scores_gemma":[0.008603875,0.0003002171,0.0004407701,0.001634377,0.0002362184,0.0003638649,0.001116382,0.001152177,0.006996738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005764549,"about_ca_system_score_gemma":0.01460854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6283039,"about_ca_topic_score_gemma":0.5907326,"domain_scores_codex":[0.9981558,0.0002404817,0.0001551933,0.000212777,0.0007858971,0.0004498634],"domain_scores_gemma":[0.9946155,0.0004648742,0.0003920533,0.000306506,0.003240862,0.0009801318],"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":[0.0002713141,0.0003559176,0.1141636,0.0006291575,0.0000412531,0.000840408,0.0006503593,0.0006357178,0.0008785563,0.002363951,0.6566096,0.2225601],"study_design_scores_gemma":[0.0001421544,0.000218549,0.3261804,0.00114122,0.00006998087,0.00125315,0.0009987049,0.001858251,0.001605058,0.001223207,0.6652192,0.00009021132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1152728,0.004879186,0.01546214,0.03452814,0.004511754,0.009759986,0.1460081,0.004494031,0.6650838],"genre_scores_gemma":[0.5051718,0.01160232,0.02113205,0.02122905,0.001569333,0.004082867,0.09832915,0.0005411918,0.3363422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6283039,"threshold_uncertainty_score":0.7477701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660083955893357,"score_gpt":0.2291507481280894,"score_spread":0.2125499085691559,"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."}}