{"id":"W4402516835","doi":"10.1080/18387357.2024.2402378","title":"Media representation of recovery colleges in Australia: a content analysis","year":2024,"lang":"en","type":"article","venue":"Advances in Mental Health","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Content analysis; Representation (politics); Content (measure theory); Mental health; Psychology; Publishing; Media content; Public relations; Media studies; Sociology; Political science; Computer science; Multimedia; Social science; Law; Mathematics; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.001288844,0.0001483031,0.0005581093,0.0007080692,0.0001372986,0.000004185983,0.0001156425,0.00008700369,0.000321916],"category_scores_gemma":[0.00003656366,0.0001343345,0.00009658838,0.001906987,0.00005349749,0.0003952754,0.0000414344,0.000398477,0.00005091403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181669,"about_ca_system_score_gemma":0.0002880041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007925981,"about_ca_topic_score_gemma":0.0433109,"domain_scores_codex":[0.996498,0.0006777789,0.001465745,0.0003882556,0.00039426,0.0005759617],"domain_scores_gemma":[0.9986044,0.0006897025,0.000289192,0.0002094812,0.00003537594,0.0001718703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005383898,0.0003411729,0.9344143,0.005630778,0.00007148225,0.00001639415,0.02044548,0.0002453853,0.00004715457,0.003874365,0.0008651751,0.03350988],"study_design_scores_gemma":[0.009048259,0.003217024,0.7456372,0.02402128,0.0001719468,0.00000397534,0.1485661,0.003724375,0.001077904,0.01271293,0.05076067,0.001058282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771765,0.01446326,0.0001199732,0.001096758,0.002823245,0.002145058,0.0004297096,0.0000388651,0.001706586],"genre_scores_gemma":[0.9823688,0.01416622,0.0008098797,0.0007804531,0.0000639445,0.0002659188,0.000744026,0.00001308709,0.0007876403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1887771,"threshold_uncertainty_score":0.9986804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3243250201332096,"score_gpt":0.5296664656200799,"score_spread":0.2053414454868703,"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."}}