{"id":"W2810893930","doi":"10.1016/j.schres.2018.06.046","title":"We need reproducible health behaviour change interventions to help adults with severe mental illness","year":2018,"lang":"en","type":"letter","venue":"Schizophrenia Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Psychological intervention; Mental illness; Mental health; Psychology; Psychiatry; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.035609,0.001006169,0.002181158,0.0008426009,0.005538712,0.00493309,0.003819549,0.03965345,0.02169975],"category_scores_gemma":[0.1754584,0.0008290779,0.003170253,0.0007429789,0.005593884,0.009572862,0.00648012,0.03611504,0.007059229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007380302,"about_ca_system_score_gemma":0.04570844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114856,"about_ca_topic_score_gemma":0.02168009,"domain_scores_codex":[0.9701101,0.01405934,0.004542489,0.001379805,0.006699484,0.00320879],"domain_scores_gemma":[0.7836097,0.1307738,0.01252636,0.008236134,0.03351431,0.03133965],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003928699,0.002491249,0.01021393,0.001673746,0.0001175592,0.001283597,0.0009163103,0.0004675035,0.001164123,0.00710339,0.7626936,0.211482],"study_design_scores_gemma":[0.004000421,0.003163645,0.02862706,0.01191519,0.000379814,0.001739036,0.009995613,0.001624127,0.00119621,0.06755166,0.8693174,0.0004899509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000879332,0.001754524,0.00070948,0.9887129,0.005588534,0.0001549223,0.00007949812,0.00006400367,0.00205686],"genre_scores_gemma":[0.01305442,0.003047269,0.009670744,0.9597931,0.01032075,0.001291245,0.0002195488,0.00004811491,0.002554747],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.964391,"threshold_uncertainty_score":0.1883206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1910698951761851,"score_gpt":0.4944875436106159,"score_spread":0.3034176484344308,"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."}}