{"id":"W4392551405","doi":"10.1503/cjs.007123","title":"The case for a national breast implant registry in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Breast implant; Implant; Patient registry; Breast cancer; House of Commons; Family medicine; Surgery; Pediatrics; Internal medicine; Cancer","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":[0.04155683,0.0004146057,0.0008443343,0.002589617,0.01392544,0.009202141,0.006498944,0.00970255,0.01241767],"category_scores_gemma":[0.07361441,0.0009528429,0.001375329,0.003426996,0.006397525,0.006935373,0.009342804,0.01329655,0.001220605],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07112569,"about_ca_system_score_gemma":0.4053901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9390951,"about_ca_topic_score_gemma":0.9623927,"domain_scores_codex":[0.9554618,0.006911253,0.004124318,0.003391394,0.01779229,0.01231894],"domain_scores_gemma":[0.7669744,0.03893475,0.0125279,0.01394963,0.08356996,0.08404341],"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":[0.000228202,0.000185367,0.05201548,0.0006123857,0.00009643008,0.002908072,0.002858144,0.0008354514,0.0006084649,0.1315624,0.6822546,0.1258352],"study_design_scores_gemma":[0.0002988771,0.0002039065,0.06535601,0.004667288,0.0001621326,0.003577185,0.008567475,0.003558725,0.0005323822,0.03133599,0.881304,0.0004360308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01344952,0.004232687,0.00256652,0.939475,0.005058378,0.0002871272,0.001026742,0.0002199306,0.03368399],"genre_scores_gemma":[0.3444652,0.009674187,0.02856158,0.5675476,0.004414125,0.0009690323,0.003641488,0.0003828889,0.04034396],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9288743,"threshold_uncertainty_score":0.5160555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630274470043177,"score_gpt":0.2373502091360281,"score_spread":0.2110474644355963,"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."}}