{"id":"W2323130168","doi":"10.1097/prs.0000000000001371","title":"Vertical Scar Reduction Mammaplasty","year":2015,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mammaplasty; Reduction (mathematics); Coding (social sciences); Computer science; Medicine; Surgery; Mathematics","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":[0.0007644768,0.0003530522,0.000833657,0.0005364597,0.0001044503,0.00003932333,0.00007615027,0.0002519693,0.0002829632],"category_scores_gemma":[0.002957364,0.0003249562,0.0004707986,0.0004822048,0.0006861515,0.0003623,0.00005903098,0.0004527125,0.0002418055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003052854,"about_ca_system_score_gemma":0.0007543265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002254506,"about_ca_topic_score_gemma":0.000001958811,"domain_scores_codex":[0.9975541,0.0001875613,0.0006303714,0.0006381318,0.0004340838,0.0005557121],"domain_scores_gemma":[0.9973282,0.001032225,0.0001177959,0.0004215429,0.0005164418,0.0005838605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003397395,0.0005410923,0.6442235,0.0002568249,0.001311551,0.0006243135,0.0003521808,0.00001661127,0.03484215,0.00196338,0.02149069,0.2909804],"study_design_scores_gemma":[0.00618003,0.001127467,0.2534469,0.002284871,0.001788347,0.09738887,0.004884105,0.0006686402,0.5796658,0.01194592,0.03710711,0.003511938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859478,0.0002731795,0.003494876,0.00009458688,0.003692344,0.0003439804,0.00001781842,0.0003854687,0.005749981],"genre_scores_gemma":[0.9948992,0.0000625482,0.004155289,0.00005147156,0.0005131034,0.00005352899,0.00005207513,0.00005240941,0.0001603407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5448236,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289712162773147,"score_gpt":0.2579695804369606,"score_spread":0.2250724588092292,"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."}}