{"id":"W2943487479","doi":"10.2196/12550","title":"A Peer-Led Electronic Mental Health Recovery App in a Community-Based Public Mental Health Service: Pilot Trial","year":2019,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Strong; Menzies School of Health Research","keywords":"Mental health; Psychological intervention; Peer support; Mental health service; Mobile apps; Work (physics); Psychology; Internet privacy; Service (business); Medical education; Nursing; Medicine; Business; Psychiatry; World Wide Web; Computer science; Engineering; Marketing","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":[0.005379792,0.001660911,0.00192151,0.0006668749,0.001561027,0.001904937,0.001916433,0.003014255,0.009293043],"category_scores_gemma":[0.009330733,0.0008562678,0.002598372,0.0005323589,0.001851568,0.002123892,0.0018669,0.003450992,0.001265282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749941,"about_ca_system_score_gemma":0.00549355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003782028,"about_ca_topic_score_gemma":0.007346198,"domain_scores_codex":[0.9963101,0.002107101,0.000287444,0.0003881507,0.000341885,0.0005652977],"domain_scores_gemma":[0.9963598,0.001227884,0.0004705271,0.0003937529,0.0005936176,0.0009544631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.5272497,0.2960602,0.003164996,0.01255679,0.003197299,0.000607214,0.003500412,0.0008439639,0.002936306,0.0006431679,0.005858662,0.1433812],"study_design_scores_gemma":[0.6274133,0.3570365,0.007108517,0.001237488,0.0009449403,0.0001019105,0.001416238,0.0005844982,0.0006018599,0.000434532,0.003067307,0.00005288107],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8645137,0.002408023,0.00152148,0.001315692,0.0007770233,0.1242603,0.001073127,0.0003702535,0.003760434],"genre_scores_gemma":[0.8426741,0.002778762,0.007328704,0.001538897,0.0005543934,0.1411203,0.0006337739,0.00003993094,0.003331318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009293043,"threshold_uncertainty_score":0.03108835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3349299839150112,"score_gpt":0.5408954063819841,"score_spread":0.2059654224669729,"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."}}