{"id":"W2903666709","doi":"10.1177/2292550318817511","title":"Team Canada: Academic Plastic Surgery Takes a Stand","year":2018,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Manitoba; Université de Montréal; University of Alberta; University of British Columbia; McMaster University; University of Calgary; McGill University; University of Toronto; Dalhousie University; University of Ottawa","funders":"","keywords":"Plastic surgery; Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00786356,0.0008899257,0.0008132275,0.002893444,0.027078,0.01632656,0.003717453,0.01678721,0.08858629],"category_scores_gemma":[0.02356829,0.0008493399,0.001428324,0.003559245,0.005152498,0.004544645,0.01056858,0.01825731,0.01040478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06696776,"about_ca_system_score_gemma":0.4390992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.917718,"about_ca_topic_score_gemma":0.982078,"domain_scores_codex":[0.9771886,0.001504217,0.0006689018,0.001209239,0.008285156,0.01114396],"domain_scores_gemma":[0.854863,0.002294074,0.001522976,0.0009467574,0.02590982,0.1144633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004094643,0.00006147033,0.003721404,0.00008514102,0.00002922976,0.0002507744,0.0003942567,0.000082718,0.0001696114,0.01065359,0.9580984,0.02641257],"study_design_scores_gemma":[0.00009360641,0.00007903294,0.01561594,0.000537097,0.00005275217,0.0002228547,0.007180579,0.0001879568,0.0001974464,0.004757168,0.9709721,0.0001035517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008963033,0.002804806,0.0008664605,0.8448992,0.02694815,0.0001510427,0.0008724031,0.0002907997,0.1142042],"genre_scores_gemma":[0.1697169,0.005891394,0.004699202,0.4615169,0.007825564,0.0002175501,0.001265929,0.0008622807,0.3480044],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9330323,"threshold_uncertainty_score":0.4858873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04497792053267692,"score_gpt":0.2625439587295906,"score_spread":0.2175660381969137,"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."}}