{"id":"W4390118113","doi":"10.4103/jssrp.jssrp_21_23","title":"A Retrospective Study of Breast Reconstruction in Northern Ontario","year":2023,"lang":"en","type":"article","venue":"Journal of Surgical Specialties and Rural Practice","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Breast reconstruction; Surgery; Mastectomy; Retrospective cohort study; Breast cancer; Medical record; Plastic surgery; Reconstructive surgery; Population; Demographics; Cancer; Internal medicine","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":[0.0004076691,0.0002837535,0.0003120679,0.00137592,0.001847169,0.0007593713,0.0005758354,0.0002484775,0.002886284],"category_scores_gemma":[0.001594854,0.0004728686,0.0003188581,0.003860032,0.0006516932,0.0002599249,0.0008408288,0.000238607,0.0003031508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038358,"about_ca_system_score_gemma":0.01162451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7960797,"about_ca_topic_score_gemma":0.8777205,"domain_scores_codex":[0.9990031,0.00007533315,0.000115912,0.0001517981,0.0004012528,0.0002526741],"domain_scores_gemma":[0.9979327,0.0001600924,0.0009999718,0.0001064738,0.000539256,0.0002615392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004014543,0.00002101368,0.9958689,0.00006768088,0.00001806977,0.0006103365,0.0009915077,0.00002230514,0.0002315376,0.00002502533,0.0003079953,0.001795431],"study_design_scores_gemma":[0.000004439778,0.00004055088,0.9960758,0.00004014072,0.00001486856,0.0005933611,0.002008763,0.0000410614,0.00005164853,0.000008731912,0.001116328,0.000004308502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949899,0.0004667131,0.00009161957,0.00007477879,0.000005099735,0.00009423922,0.001845806,0.000005950175,0.0024258],"genre_scores_gemma":[0.9979483,0.0004550435,0.0001160105,0.00007866237,0.000006043319,0.00005170349,0.0007983958,0.000003380293,0.0005425171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2039203,"threshold_uncertainty_score":0.4102424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156339379797288,"score_gpt":0.2706699137987316,"score_spread":0.2550359758190028,"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."}}