{"id":"W4386023186","doi":"10.1177/22925503231195020","title":"Current Practices and Trends of Plastic and Oncoplastic Breast Surgeons in Canada","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Plastic surgery; Oncoplastic Surgery; Breast surgery; General surgery; Breast reconstruction; Breast augmentation; Surgery; Breast cancer; Internal medicine; Implant","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0007571742,0.0001576723,0.0001758106,0.001625669,0.002208026,0.001182564,0.001026344,0.0003713321,0.002883995],"category_scores_gemma":[0.003286235,0.0002123607,0.0002560006,0.003861632,0.0009320119,0.0004327616,0.0008735944,0.0005523315,0.0002640125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02335379,"about_ca_system_score_gemma":0.04952753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9793019,"about_ca_topic_score_gemma":0.990017,"domain_scores_codex":[0.9980946,0.0001096048,0.0001277215,0.0001609798,0.000968525,0.000538647],"domain_scores_gemma":[0.9915211,0.0004705362,0.001687703,0.00006847587,0.002997414,0.003254728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003693912,0.00004387269,0.974682,0.000168962,0.00002037963,0.0001824474,0.002383929,0.000137065,0.0003022286,0.0001816858,0.003053122,0.0188075],"study_design_scores_gemma":[0.000005435486,0.00004820543,0.9802234,0.000239995,0.00001172008,0.0003748492,0.01241651,0.0003299614,0.0001346835,0.00003951985,0.006158171,0.00001748796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776832,0.004194997,0.0002637522,0.005262312,0.00005419656,0.00005633992,0.002897474,0.00003159135,0.009556036],"genre_scores_gemma":[0.9912923,0.004944859,0.0004919475,0.0008304152,0.00001672257,0.00002406383,0.0007803887,0.00000933044,0.001609835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02335379,"threshold_uncertainty_score":0.1694444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951085628241298,"score_gpt":0.2645117170350458,"score_spread":0.2350008607526329,"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."}}