{"id":"W7092693750","doi":"10.17605/osf.io/wpbn3","title":"Realist evaluation: what works, for whom, and under what circumstances for recipients of Healthy Conversation Skills (HCS) training","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Variety (cybernetics); Intervention (counseling); Training (meteorology); Service (business); Health care; Service provider; Social work","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.009657837,0.000527482,0.001124889,0.0007086684,0.001841652,0.006281187,0.002299974,0.001124716,0.005739865],"category_scores_gemma":[0.001273055,0.0005526626,0.0002779788,0.001741229,0.002722444,0.005259941,0.0003206607,0.000630045,0.00002628881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886667,"about_ca_system_score_gemma":0.005004965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004552669,"about_ca_topic_score_gemma":0.0008195708,"domain_scores_codex":[0.9936617,0.0004932611,0.001623904,0.002017894,0.0009794019,0.001223811],"domain_scores_gemma":[0.9933415,0.001506318,0.001823063,0.001338149,0.00148659,0.0005043959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006683455,0.0004759926,0.0004498563,0.0003225587,0.00006525866,3.316233e-7,0.01010338,0.00001530252,0.000003950123,0.03303689,0.006620161,0.948238],"study_design_scores_gemma":[0.01540692,0.006629844,0.03871914,0.20192,0.00157657,0.00001300335,0.2530046,0.002199664,0.00005670979,0.2595955,0.2180886,0.002789398],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05224333,0.1437267,0.398902,0.07241316,0.1766696,0.1059354,0.002218152,0.0001670202,0.04772462],"genre_scores_gemma":[0.6967463,0.04658877,0.1311427,0.02035038,0.002435347,0.01367633,0.001102234,0.0005477904,0.08741015],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9454486,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757151760430563,"score_gpt":0.5075459586597142,"score_spread":0.3318307826166579,"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."}}