{"id":"W4297136020","doi":"10.2196/40065","title":"Certified Peer Support Specialists Training in Technology and Delivery of Digital Peer Support Services: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer support; Mental health; Certification; Social support; Digital health; Medical education; Psychology; Social media; Loneliness; Nursing; Health care; Applied psychology; Medicine; Social psychology; Computer science; Psychiatry; World Wide Web; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004425356,0.0002768201,0.0004211597,0.001420417,0.001171191,0.001253737,0.0007280275,0.0009695354,0.002681334],"category_scores_gemma":[0.009045813,0.0009372338,0.0005799239,0.001480481,0.0005384863,0.001747871,0.00127324,0.001218447,0.0009109271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008125299,"about_ca_system_score_gemma":0.001339462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006244164,"about_ca_topic_score_gemma":0.00909211,"domain_scores_codex":[0.9966207,0.001081074,0.0005208941,0.0005137923,0.0008320074,0.0004316332],"domain_scores_gemma":[0.9905463,0.002508217,0.003529324,0.000476141,0.001623427,0.001316571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003196183,0.0003287359,0.9965036,0.00005292187,0.00002894497,0.00006270398,0.001481905,0.00001429779,0.00008794112,0.00002182415,0.0002519121,0.001133135],"study_design_scores_gemma":[0.00001870984,0.0007598181,0.9901953,0.00008576096,0.00004356142,0.0004019238,0.007326167,0.0001977364,0.0000873211,0.00001731126,0.0008553255,0.00001102512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985904,0.0001785689,0.0001640416,0.00007836746,0.00000872184,0.0001414629,0.0003379173,0.000003319396,0.0004970803],"genre_scores_gemma":[0.9982057,0.0002403328,0.0003858905,0.0002951609,0.00001894609,0.000259321,0.0003381631,0.00000485033,0.0002516716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006244164,"threshold_uncertainty_score":0.02340382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3877948640700606,"score_gpt":0.5368595388772718,"score_spread":0.1490646748072112,"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."}}