{"id":"W4318823253","doi":"10.2147/jpr.s401985","title":"Promoting Inclusion, Diversity, and Equity in Pain Science","year":2023,"lang":"en","type":"article","venue":"Journal of Pain Research","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Equity (law); Diversity (politics); Inclusion (mineral); Social science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2690083,0.00003436186,0.0001051514,0.0007987787,0.004623469,0.0001025761,0.001043038,0.00004458753,0.0000425406],"category_scores_gemma":[0.01970818,0.00002991844,0.00002287033,0.002610102,0.001369455,0.0003391196,0.009209508,0.0004752456,0.000004530154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002997557,"about_ca_system_score_gemma":0.0005592927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259032,"about_ca_topic_score_gemma":0.0007112594,"domain_scores_codex":[0.9929856,0.002159079,0.0001631152,0.000118911,0.004081224,0.0004920584],"domain_scores_gemma":[0.9975411,0.001434584,0.00006083508,0.00006451331,0.0006529475,0.00024597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003422554,0.00007614725,0.4699486,0.00007360266,0.000006734178,0.0005391722,0.361055,0.00000536871,0.0008662061,0.00211439,0.01384983,0.1514307],"study_design_scores_gemma":[0.001602431,0.001294426,0.2661113,0.001218783,0.00001152267,0.000008121094,0.5964001,0.002786534,0.0001597689,0.09035333,0.03979003,0.0002637168],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808301,0.0001043456,0.00003131632,0.01450332,0.0001062813,0.00009917899,4.426403e-7,0.000009108106,0.004315937],"genre_scores_gemma":[0.9990182,0.0002856664,0.00004638536,0.0001865075,0.0001550228,2.853357e-7,1.221471e-7,0.000001651814,0.0003061947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2493002,"threshold_uncertainty_score":0.9988038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2510278881021357,"score_gpt":0.490992183857438,"score_spread":0.2399642957553024,"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."}}