{"id":"W1967979861","doi":"10.1177/0272989x0202200309","title":"Reduction Mammaplasty: Defining Medical Necessity","year":2002,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammaplasty; Breast reduction; Medicine; Breast surgery; Physical therapy; Breast cancer; Set (abstract data type); Quality of life (healthcare); MEDLINE; Surgery; Cancer; Computer science; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005606305,0.0002417769,0.0004714756,0.002155568,0.0003987757,0.0007449154,0.0005676546,0.0005288571,0.0007098412],"category_scores_gemma":[0.032672,0.0001423879,0.0004236398,0.0007636382,0.0008647376,0.0008176581,0.00105154,0.0005285733,0.00009654432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007260266,"about_ca_system_score_gemma":0.0008127348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042975,"about_ca_topic_score_gemma":0.002263464,"domain_scores_codex":[0.9965788,0.001232029,0.0007478803,0.0002080783,0.001022511,0.0002108079],"domain_scores_gemma":[0.9760894,0.01540474,0.005127479,0.0004941546,0.002166822,0.0007173853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006603472,0.0001329327,0.9625169,0.000175377,0.00006551173,0.0002457556,0.0005208072,0.0003980985,0.0003562435,0.0006467521,0.0004251211,0.03385621],"study_design_scores_gemma":[0.0003267722,0.001478576,0.9764588,0.0003189798,0.0001647442,0.005347925,0.001859444,0.00708268,0.001294108,0.00249476,0.003108877,0.00006432797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995712,0.001568317,0.001000343,0.0003963761,0.00004791421,0.0001027463,0.0001014538,0.000003184106,0.001067685],"genre_scores_gemma":[0.9968628,0.0002142475,0.002505865,0.00009300132,0.00005578374,0.00005624528,0.0001389836,0.000001206388,0.00007207168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005606305,"threshold_uncertainty_score":0.02964938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587630598120863,"score_gpt":0.3061433642201487,"score_spread":0.28026705823894,"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."}}