{"id":"W4402470197","doi":"10.1007/s00266-024-04345-y","title":"Breast Implant Rupture Surveillance Practices among Plastic Surgeons in Publicly Funded Healthcare Systems","year":2024,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Plastic surgery; Otorhinolaryngology; Breast implant; Health care; Implant; General surgery; Surgery; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001145158,0.0004177734,0.0008989444,0.0009373883,0.0001177591,0.0002555124,0.0001137816,0.0003576266,0.00006885074],"category_scores_gemma":[0.0004807369,0.0003359171,0.000220984,0.00101248,0.0001914125,0.0003790474,0.00004098468,0.0007667828,0.0001564065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002180115,"about_ca_system_score_gemma":0.000633915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00527513,"about_ca_topic_score_gemma":0.003305575,"domain_scores_codex":[0.996685,0.0003001133,0.0008742911,0.0007314978,0.0005493294,0.0008598239],"domain_scores_gemma":[0.9925678,0.006106573,0.0003768507,0.000374594,0.0001418079,0.0004323492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004249975,0.0001647203,0.9539258,0.001235677,0.0001078158,0.003641787,0.0001145419,0.00006314668,0.00002655648,0.0005536876,0.005911911,0.03382929],"study_design_scores_gemma":[0.0004561365,0.00006773229,0.5294645,0.002657367,0.00008422056,0.4593736,0.0004104306,0.005461304,0.000005606347,0.00003350586,0.001567831,0.0004177613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828414,0.002075967,0.00008866286,0.001669177,0.01217409,0.0003855516,0.0002320541,0.0003962852,0.0001367597],"genre_scores_gemma":[0.9988887,0.000151138,0.0000107461,0.00002579509,0.0003333573,0.00007497583,0.0002798137,0.00007027284,0.0001652314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4557318,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264502670711323,"score_gpt":0.2673446876634177,"score_spread":0.2408944205922854,"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."}}