{"id":"W7112175744","doi":"","title":"RESTRICTED ENTRY: DO PUNJABI SIKHS HAVE EQUAL TIMELY ACCESS TO COUNSELING AND PSYCHOTHERAPY?","year":2025,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Audit; White (mutation); Ethnic group; Mental illness; Health services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001350249,0.0001420222,0.000437711,0.0007531084,0.002053736,0.002092003,0.0008316252,0.000564837,0.0182938],"category_scores_gemma":[0.007531638,0.0002193425,0.0001930949,0.001333912,0.001811675,0.002497309,0.002172036,0.0009909666,0.00130637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103184,"about_ca_system_score_gemma":0.002253484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03307702,"about_ca_topic_score_gemma":0.03318109,"domain_scores_codex":[0.9986604,0.0003159409,0.00007343378,0.0001639022,0.0002169201,0.0005693248],"domain_scores_gemma":[0.9974437,0.000483345,0.0008367724,0.000215947,0.0002827814,0.0007375907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00100351,0.0007660734,0.8147102,0.0003789272,0.0001002942,0.0006690364,0.04814756,0.0000802836,0.0007741,0.007337917,0.007141368,0.1188906],"study_design_scores_gemma":[0.00008277901,0.0003033384,0.9042832,0.0004008721,0.00004786278,0.0008521547,0.07947657,0.0002000521,0.0001708448,0.002521542,0.01163375,0.00002692387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864843,0.0006434445,0.0001320344,0.003343493,0.00005118086,0.00003474138,0.0003494283,0.000009724537,0.008951657],"genre_scores_gemma":[0.9979583,0.0002377037,0.00008578382,0.0006422048,0.00002111311,0.00001925905,0.0001195181,0.000004701465,0.0009113511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03307702,"threshold_uncertainty_score":0.06576902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016138471131285,"score_gpt":0.30870469547511,"score_spread":0.2885433107637972,"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."}}