{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002173585,0.000147779,0.0004390327,0.0006255442,0.0000367607,0.000009850791,0.00002167411,0.00004881809,0.00005966473],"category_scores_gemma":[0.00141886,0.0001263979,0.00003954185,0.000618332,0.00008630073,0.00008557597,0.00003222906,0.0001783589,0.000004531578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007967243,"about_ca_system_score_gemma":0.0007991961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1332264,"about_ca_topic_score_gemma":0.3042743,"domain_scores_codex":[0.9988338,0.00004618195,0.0003697057,0.0002338706,0.0002291629,0.0002873077],"domain_scores_gemma":[0.9831113,0.01634749,0.000242573,0.0000838759,0.00003776096,0.0001770375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002100814,0.00003158454,0.8727749,0.0002770681,0.00004065409,0.00009639945,0.00002945434,0.00001250253,0.00005354591,0.000008112236,0.001130224,0.1253355],"study_design_scores_gemma":[0.0004485762,0.00001729509,0.9884657,0.0005023031,0.000101385,0.007992074,0.0001655468,0.001978251,0.00001834521,0.000004828896,0.0001868471,0.0001188641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958155,0.0003092992,0.000005012925,0.0001016775,0.00356058,0.00004055688,0.0001066408,0.00002757002,0.00003312384],"genre_scores_gemma":[0.9995848,0.0002330439,0.000004467706,0.000002080768,0.00008292548,0.000007596776,0.00005579526,0.00001307448,0.00001624782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1710479,"threshold_uncertainty_score":0.8725455,"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."}}