{"id":"W4414289696","doi":"10.3389/978-2-8325-6529-2","title":"Justice, Diversity, Equity and Inclusion (J-DEI) in Substance Use & Mental Health Research and Practice","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Robert Wood Johnson Foundation; Monash University; Deutsche Forschungsgemeinschaft; National Natural Science Foundation of China; Saskatchewan Health Research Foundation","keywords":"Publishing; Equity (law); Mental health; Inclusion (mineral); The Internet; Scholarly communication; Point (geometry)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.1165488,0.000472225,0.00206913,0.005170951,0.01663805,0.03062108,0.003368274,0.009406202,0.008559119],"category_scores_gemma":[0.1796488,0.0008351047,0.001385076,0.006135809,0.06903324,0.02151435,0.05148745,0.01446713,0.001307783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0115737,"about_ca_system_score_gemma":0.06879163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006220526,"about_ca_topic_score_gemma":0.009837865,"domain_scores_codex":[0.8414638,0.1119378,0.007840772,0.007575301,0.02452514,0.006657189],"domain_scores_gemma":[0.7751495,0.158807,0.01230343,0.01704687,0.01373071,0.02296245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000431035,0.0001024877,0.00413695,0.001620958,0.00008904855,0.0002001017,0.03367878,0.0001777103,0.0001318787,0.7218825,0.07204624,0.1658903],"study_design_scores_gemma":[0.00002623394,0.0001136724,0.004101592,0.005825982,0.00006782933,0.0004113941,0.01580445,0.0002187466,0.000282812,0.723116,0.2499377,0.00009355743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01675555,0.05019113,0.02007476,0.7343969,0.01494731,0.0004994473,0.0003780937,0.0001877488,0.1625691],"genre_scores_gemma":[0.7182364,0.04643288,0.027865,0.1692658,0.01599024,0.001663749,0.0004212859,0.0003280703,0.01979664],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9966317,"threshold_uncertainty_score":0.6163763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6196837054224726,"score_gpt":0.6118237305678442,"score_spread":0.007859974854628415,"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."}}