{"id":"W3208410879","doi":"10.1016/j.xjon.2021.10.041","title":"To fail one is to fail us all","year":2021,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01080054,0.001317182,0.001591439,0.001448413,0.009773931,0.01142604,0.002095396,0.008193759,0.06730034],"category_scores_gemma":[0.06729472,0.0004703341,0.00114988,0.0008954689,0.01413505,0.01430868,0.009275937,0.02034206,0.04277516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003220653,"about_ca_system_score_gemma":0.01062877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844709,"about_ca_topic_score_gemma":0.006226528,"domain_scores_codex":[0.9794571,0.008518719,0.0005835091,0.001931384,0.006285399,0.003223908],"domain_scores_gemma":[0.9509186,0.007645922,0.003631012,0.00475279,0.01198765,0.02106405],"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":[0.00003387016,0.00008375602,0.001758354,0.000130584,0.00004987326,0.000282454,0.004198366,0.00002811595,0.0001203669,0.01610535,0.9277325,0.0494764],"study_design_scores_gemma":[0.00001498959,0.00008072588,0.0009262416,0.000892623,0.00003838385,0.001521509,0.009435975,0.0000524652,0.0001817493,0.02314287,0.9636493,0.00006299583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003449544,0.01125193,0.002470649,0.8475321,0.04131853,0.00004989625,0.0002172844,0.0005502439,0.09315986],"genre_scores_gemma":[0.0637055,0.01263943,0.002855817,0.7575052,0.01523778,0.0001458356,0.0004761493,0.0009800562,0.1464542],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06730034,"threshold_uncertainty_score":0.2251421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167522963356381,"score_gpt":0.3832733387278118,"score_spread":0.2665210423921738,"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."}}