{"id":"W3113432672","doi":"10.1097/sap.0000000000002608","title":"The Impact of Policy Reform on Utilization of Popular Reconstructive Procedures","year":2020,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicaid; Medicine; Quarter (Canadian coin); Confidence interval; Specialty; Family medicine; Health care; Demography; Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001610755,0.00009880142,0.0003626929,0.0001667152,0.00003102239,0.000002652184,0.00004195261,0.000068104,0.00002168656],"category_scores_gemma":[0.00183953,0.00005743869,0.0002687931,0.0003287729,0.0001652512,0.00005251217,0.00001109428,0.00007718072,0.00000197093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000193779,"about_ca_system_score_gemma":0.0004629911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001764894,"about_ca_topic_score_gemma":0.000003864792,"domain_scores_codex":[0.9991184,0.00003268704,0.000424685,0.0001041289,0.0001773414,0.0001427038],"domain_scores_gemma":[0.9985615,0.0006243332,0.0003827731,0.0001057283,0.0002402792,0.00008541403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01077387,0.0003629033,0.6508082,0.001319426,0.001609569,0.00001145146,0.0009575027,0.0002215798,0.007659507,0.004289329,0.007295448,0.3146913],"study_design_scores_gemma":[0.0004827995,0.0008860296,0.9521345,0.0009060269,0.000088565,0.0008076989,0.0009825046,0.0004789711,0.04232793,0.000729584,0.00003311557,0.0001421992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985483,0.00012625,0.00001668081,0.0003766492,0.0001750954,0.0001044215,0.00006416949,0.00001116117,0.0005772386],"genre_scores_gemma":[0.9996283,0.0001437856,0.000008494395,0.00002256726,0.0001549314,0.000001907162,0.00002096535,0.000009068054,0.000009975248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145491,"threshold_uncertainty_score":0.2342282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040487837924471,"score_gpt":0.3515975645657087,"score_spread":0.2475487807732616,"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."}}