{"id":"W4404620949","doi":"10.1080/10503307.2024.2428693","title":"A first look at diversity gaps in psychotherapy research publications and representation","year":2024,"lang":"en","type":"article","venue":"Psychotherapy Research","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychotherapist; Diversity (politics); Psychology; Representation (politics); Psychoanalysis; Sociology; Anthropology; 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"],"consensus_categories":[],"category_scores_codex":[0.08148963,0.0003569106,0.0008542471,0.02032577,0.00391456,0.009884805,0.001698088,0.0018762,0.006488196],"category_scores_gemma":[0.3458964,0.0005461788,0.0007761754,0.02164049,0.00261101,0.01783085,0.01102264,0.002257552,0.0008425561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003039962,"about_ca_system_score_gemma":0.007634399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530398,"about_ca_topic_score_gemma":0.002278993,"domain_scores_codex":[0.9055956,0.04109928,0.02099118,0.006066339,0.02108114,0.005166516],"domain_scores_gemma":[0.4357197,0.2862116,0.1489486,0.02033517,0.09455381,0.01423119],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007028679,0.0002035106,0.5361926,0.007435427,0.0003426012,0.001284297,0.1667646,0.0002766947,0.001986575,0.01640618,0.02553389,0.2428706],"study_design_scores_gemma":[0.00007565627,0.0006163051,0.6301396,0.01165645,0.000198325,0.004167833,0.1932386,0.0008707099,0.001517362,0.01538991,0.141946,0.0001831036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7806584,0.04472932,0.007101917,0.1278268,0.003248596,0.000472931,0.004561014,0.0002340464,0.03116699],"genre_scores_gemma":[0.976378,0.007468396,0.00512381,0.004755006,0.001698236,0.0004070018,0.00177814,0.00009559809,0.002295867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9185104,"threshold_uncertainty_score":0.4309635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2419285275749945,"score_gpt":0.5219470334968669,"score_spread":0.2800185059218724,"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."}}