{"id":"W4233917856","doi":"10.1016/j.cps.2009.05.016","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Plastic surgery; Surgery; Nike; General surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0003286813,0.00008776864,0.0002939072,0.0001177426,0.00002498294,0.000006740991,0.00002453833,0.00008974236,0.00004965297],"category_scores_gemma":[0.00211851,0.00007509402,0.00008261704,0.0001499211,0.00002096428,0.00002266669,0.000005587772,0.0001710821,0.0001650127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005177719,"about_ca_system_score_gemma":0.0001526404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004431529,"about_ca_topic_score_gemma":0.000002393091,"domain_scores_codex":[0.9991228,0.0000241679,0.0003380234,0.0001790056,0.0001308828,0.0002050981],"domain_scores_gemma":[0.9957473,0.003890917,0.00004993065,0.0001858875,0.00002623697,0.00009971697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002656854,0.0007807284,0.96167,0.00003229549,0.00002762841,0.0004544716,0.00006654891,0.00002497695,0.00001186182,0.0001973259,0.0044147,0.03205372],"study_design_scores_gemma":[0.0008376195,0.0001754321,0.9925147,0.000312293,0.00004430018,0.00003704517,0.00002120467,0.0003749921,0.0000380087,0.0009855727,0.004560818,0.00009805815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951573,0.000268296,0.00003524219,0.0003644296,0.001231305,0.0000759926,0.000002266279,0.00005631446,0.002808856],"genre_scores_gemma":[0.9984899,0.0001595008,0.0001848044,0.0004572228,0.0001408657,0.000003783318,0.00001826139,0.000007947804,0.0005376926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03195566,"threshold_uncertainty_score":0.3062245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06072452194496479,"score_gpt":0.3603152999568383,"score_spread":0.2995907780118734,"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."}}