{"id":"W4292239340","doi":"10.1016/j.cell.2022.06.043","title":"Organizations in science and medicine must hold each other accountable for discriminatory practices","year":2022,"lang":"en","type":"article","venue":"Cell","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Leverage (statistics); Public relations; Biology; Political 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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04704834,0.0003494603,0.001104882,0.002187534,0.0232899,0.01760792,0.002818912,0.01432757,0.008555268],"category_scores_gemma":[0.1030451,0.0006540845,0.0006370944,0.00147662,0.04490321,0.008575073,0.01995056,0.01843295,0.001455967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007660464,"about_ca_system_score_gemma":0.04421834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01178295,"about_ca_topic_score_gemma":0.02095083,"domain_scores_codex":[0.935165,0.02066676,0.002333233,0.003480467,0.02135266,0.01700189],"domain_scores_gemma":[0.7562618,0.0660427,0.02635857,0.01770562,0.03345069,0.1001807],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000874013,0.0003485765,0.03966741,0.00008979761,0.000112061,0.0005593696,0.02966148,0.0004118003,0.001130432,0.8472212,0.04272583,0.03798484],"study_design_scores_gemma":[0.0001406194,0.0001884015,0.01909917,0.000419858,0.00006021479,0.0005858375,0.03780176,0.0008521049,0.0008807716,0.7048086,0.2349823,0.0001803903],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1229957,0.001540055,0.01306667,0.5797479,0.003237645,0.0002044762,0.00005935663,0.000108177,0.2790401],"genre_scores_gemma":[0.9145443,0.0002463805,0.003198421,0.06348749,0.0008351442,0.0001437463,0.00002212627,0.00003402235,0.01748843],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9767101,"threshold_uncertainty_score":0.2488184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04996467547624091,"score_gpt":0.3363189318725485,"score_spread":0.2863542563963076,"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."}}