{"id":"W3217194135","doi":"10.1097/prs.0000000000007538","title":"Spotlight in Plastic Surgery: January 2021","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Plastic surgery; Reconstructive surgery; Specialty; Surgery; General surgery; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005803082,0.001516012,0.001475082,0.004124728,0.002003658,0.01138078,0.001778806,0.008008735,0.1521007],"category_scores_gemma":[0.02792936,0.0009394452,0.001723147,0.002197814,0.001629153,0.006599577,0.002463681,0.00705994,0.07527081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003702135,"about_ca_system_score_gemma":0.005198136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002178224,"about_ca_topic_score_gemma":0.004003346,"domain_scores_codex":[0.9946371,0.0008972535,0.0005675055,0.0004627165,0.002894625,0.0005408054],"domain_scores_gemma":[0.9775623,0.004778359,0.001743653,0.0006260399,0.01049166,0.00479788],"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":[0.00006981356,0.00001775631,0.00007455132,0.0003818874,0.0000070636,0.00004933255,0.00001428075,0.00001150484,0.00008006623,0.0008480286,0.9697667,0.02867896],"study_design_scores_gemma":[0.00003781519,0.00003929825,0.0003339345,0.001042505,0.000009371071,0.0001225079,0.00004611001,0.00002216055,0.00006398312,0.0006638756,0.9976069,0.00001149763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.000429593,0.06250013,0.0005048643,0.1552106,0.7367008,0.000166895,0.001048005,0.0003812944,0.04305778],"genre_scores_gemma":[0.005384957,0.07294774,0.001379679,0.1549152,0.5846103,0.0003355468,0.002138878,0.0004978564,0.1777899],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1521007,"threshold_uncertainty_score":0.5088277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413580295046613,"score_gpt":0.2429464767602742,"score_spread":0.2088106738098081,"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."}}