{"id":"W4253968544","doi":"10.1097/01.prs.0000160267.99683.31","title":"Discussion","year":2005,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Library science","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":[0.0002832958,0.0001856934,0.000462609,0.000265535,0.00009947949,0.00001993661,0.00003776748,0.000101317,0.0007791004],"category_scores_gemma":[0.001341043,0.000121273,0.0002475546,0.0001881156,0.0001536817,0.000160329,0.00002680556,0.0002394816,0.0003520971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000969181,"about_ca_system_score_gemma":0.0002355636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006952963,"about_ca_topic_score_gemma":0.000004367405,"domain_scores_codex":[0.998673,0.00004940381,0.0003590276,0.000321899,0.0002332437,0.0003634126],"domain_scores_gemma":[0.9975291,0.0018117,0.00009745585,0.0002355827,0.00008880142,0.0002373204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002867796,0.0001273263,0.5599729,0.00005564135,0.0001239339,0.00009723196,0.000126745,0.000005635324,0.001286713,0.0001704273,0.02289421,0.4148525],"study_design_scores_gemma":[0.002118076,0.000140573,0.8258984,0.00182049,0.0003966837,0.00197902,0.0007834507,0.002086682,0.01147941,0.0004782893,0.1514699,0.001349008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859399,0.0001986827,0.0005509693,0.001008501,0.001861888,0.0001148716,0.00001093155,0.0001867418,0.01012748],"genre_scores_gemma":[0.9952535,0.00003095961,0.000968708,0.0001606151,0.001813365,0.00001461246,0.00001535907,0.00002692053,0.001715985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4135035,"threshold_uncertainty_score":0.8530603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750710959107299,"score_gpt":0.2408978019685932,"score_spread":0.2233906923775202,"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."}}