{"id":"W2750444645","doi":"10.1111/eip.12470","title":"Investigating service features to sustain engagement in early intervention mental health services","year":2017,"lang":"en","type":"article","venue":"Early Intervention in Psychiatry","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster Children's Hospital; McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Health Services Research Foundation","keywords":"Intervention (counseling); Mental health; Service (business); Mental health service; Latent class model; Modalities; Medicine; Psychology; Psychiatry; Nursing; Business","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002095285,0.0004189107,0.0005035328,0.000774537,0.0005864656,0.0003694344,0.001147872,0.0002348905,0.000449988],"category_scores_gemma":[0.000009829697,0.0004678722,0.0002971482,0.0005741245,0.00004614094,0.0007186309,0.000418667,0.0007853683,0.0003915743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394295,"about_ca_system_score_gemma":0.00007029239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1652278,"about_ca_topic_score_gemma":0.2878572,"domain_scores_codex":[0.9955038,0.000680804,0.001485598,0.0009223933,0.0004522438,0.000955114],"domain_scores_gemma":[0.9974558,0.00003670575,0.0009969996,0.001045236,0.00008989483,0.0003753515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000406386,0.001576282,0.8814784,0.002079252,0.00009396717,0.00001024857,0.0757256,0.000008165864,0.00001407418,0.004762347,0.005862725,0.02798256],"study_design_scores_gemma":[0.004114118,0.0009050284,0.9470556,0.003668025,0.0000122725,0.00001055307,0.03977403,0.00001697196,0.000009029893,0.002009284,0.0020515,0.0003735584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969193,0.00218017,0.00004001446,0.01074648,0.01265734,0.001631559,0.00006778382,0.0001067182,0.003376931],"genre_scores_gemma":[0.9916635,0.00002342735,0.001019738,0.005053407,0.0004459455,0.0003556231,0.00009946643,0.00006145705,0.001277459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1226295,"threshold_uncertainty_score":0.9997773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02095719902884946,"score_gpt":0.3846046663778205,"score_spread":0.3636474673489711,"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."}}