{"id":"W2326298314","doi":"10.1097/01.prs.0000445043.47203.9e","title":"Abstract P43","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine","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":[0.0004302404,0.0002189793,0.0005621783,0.0002925312,0.00005106474,0.00003106493,0.00006565378,0.00007624073,0.0007057559],"category_scores_gemma":[0.007730702,0.000187507,0.000163165,0.0002225222,0.0004055008,0.0001978344,0.00002903758,0.000292647,0.0005688967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006886413,"about_ca_system_score_gemma":0.0001546899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001517673,"about_ca_topic_score_gemma":0.00000138654,"domain_scores_codex":[0.9984596,0.00002923603,0.0004191769,0.0003636137,0.0003389482,0.0003894741],"domain_scores_gemma":[0.9942873,0.004811167,0.0001438394,0.0003127608,0.00016178,0.0002831398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002668534,0.0001860548,0.5509955,0.0003097554,0.0002269602,0.0001917326,0.00007633425,0.000005575316,0.003808921,0.0007923755,0.01477485,0.4283651],"study_design_scores_gemma":[0.001044644,0.0001123057,0.9760168,0.00100423,0.0001480744,0.001484964,0.0001674709,0.0004234547,0.002503095,0.001692428,0.01499046,0.0004121283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8866842,0.00006962042,0.00136575,0.0002821388,0.002513141,0.0001343256,0.000009804098,0.0001871284,0.1087539],"genre_scores_gemma":[0.9974642,0.00000783516,0.001155708,0.0004113444,0.0005582978,0.00001216944,0.00002760708,0.00003762962,0.000325174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4279529,"threshold_uncertainty_score":0.9254931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855569128468622,"score_gpt":0.2506477168698056,"score_spread":0.2320920255851194,"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."}}