{"id":"W2782113815","doi":"10.1093/asj/sjx267","title":"The Montreal Augmentation Mammaplasty Operation (MAMO) Simulator: An Alternative Method to Train and Assess Competence in Breast Augmentation Procedures","year":2018,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Aesthetic Surgery Education and Research Foundation","keywords":"Medicine; Checklist; Mammaplasty; Inter-rater reliability; Cronbach's alpha; Competence (human resources); Intraclass correlation; Physical therapy; Construct validity; Surgery; Rating scale; Patient satisfaction; Psychometrics","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":[0.00156875,0.0006427054,0.0002023946,0.0006406536,0.0002033337,0.0002573257,0.0004388121,0.0002402486,0.004052484],"category_scores_gemma":[0.004094022,0.0002201483,0.0003102551,0.0002020206,0.0002946965,0.0003437782,0.0008378102,0.0003489128,0.0003849695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004625333,"about_ca_system_score_gemma":0.001613618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007072624,"about_ca_topic_score_gemma":0.0218602,"domain_scores_codex":[0.9992427,0.0003262562,0.00003000805,0.00006518959,0.0002862374,0.00004969134],"domain_scores_gemma":[0.9981376,0.0006776855,0.0003442024,0.0001142377,0.0003361525,0.000390139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002571606,0.002560197,0.4744779,0.0005145356,0.0001769814,0.000596124,0.001875801,0.006097718,0.08146736,0.0007526535,0.008051014,0.4208581],"study_design_scores_gemma":[0.0006202018,0.01717236,0.9154349,0.0002057278,0.0001168021,0.003615353,0.0007460101,0.02684388,0.01932443,0.0003022976,0.01541661,0.0002014753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731317,0.0004151871,0.0184409,0.0003392455,0.00007915426,0.0007773697,0.0005890804,0.0003294109,0.005897966],"genre_scores_gemma":[0.9447715,0.0005269722,0.04924295,0.0001728895,0.00005884714,0.0009428114,0.0005245584,0.00004157891,0.003717877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007072624,"threshold_uncertainty_score":0.01406294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832135705145963,"score_gpt":0.3271918015394779,"score_spread":0.2988704444880182,"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."}}