{"id":"W4238433934","doi":"10.5489/cuaj.4666","title":"McMaster University","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004423934,0.001184603,0.0008125389,0.001829261,0.005867772,0.006528441,0.001677737,0.002204942,0.7851974],"category_scores_gemma":[0.002410449,0.0007088285,0.0005914724,0.001974557,0.00140983,0.002194334,0.002669632,0.002131097,0.3698672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00764819,"about_ca_system_score_gemma":0.01605778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2616909,"about_ca_topic_score_gemma":0.7075523,"domain_scores_codex":[0.9988008,0.00008500891,0.00004793193,0.0002560236,0.0006001205,0.000210112],"domain_scores_gemma":[0.9979168,0.0001596644,0.00005948708,0.0001004681,0.0007096735,0.001053915],"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":[0.00007739603,0.00006568284,0.001106518,0.0002333897,0.00001339887,0.0007264825,0.0002729948,0.00009420647,0.0003807667,0.006185238,0.8993044,0.09153964],"study_design_scores_gemma":[0.00002450346,0.00003320416,0.003106236,0.0003238521,0.00001148329,0.0001992077,0.0008297898,0.00008125983,0.0002418237,0.00143925,0.9936795,0.00002999056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002402109,0.002965832,0.0003438791,0.01521903,0.001781037,0.00007444476,0.004602029,0.0007015629,0.9719101],"genre_scores_gemma":[0.003179424,0.001444361,0.0003363634,0.001674589,0.0001082445,0.00001896059,0.0005492982,0.0001250234,0.9925637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7851974,"threshold_uncertainty_score":0.5203354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256480108277511,"score_gpt":0.2368669181331035,"score_spread":0.2112189073053524,"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."}}