{"id":"W2609393974","doi":"10.7870/cjcmh-2017-003","title":"Real-Time Needs, Real-Time Care: Creating Adaptive Systems of Community-Based Care for Emerging Adults","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Community Mental Health","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Transformational leadership; Mental health; Participatory action research; Citizen journalism; Focus group; Community-based participatory research; Grounded theory; Constructivist grounded theory; Mental illness; Mental health service; Nursing; Mental healthcare; Psychology; Medicine; Sociology; Psychiatry; Qualitative research; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004359353,0.0003662245,0.001256027,0.0006546163,0.01864432,0.00004778791,0.001523848,0.0003450167,0.00006184336],"category_scores_gemma":[0.0004336965,0.0003725655,0.0002656955,0.0002282089,0.0002219839,0.0002988695,0.0001379566,0.003278157,0.00001780217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003172802,"about_ca_system_score_gemma":0.01346584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7045473,"about_ca_topic_score_gemma":0.2490577,"domain_scores_codex":[0.9895507,0.006823954,0.001878178,0.0001051232,0.0004264826,0.001215591],"domain_scores_gemma":[0.9900023,0.001501692,0.003498022,0.001290282,0.001742493,0.00196515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001581552,0.000200231,0.0737233,0.02224958,0.0001513217,0.00001545194,0.8593414,0.0001317395,0.00009888614,0.0005558495,0.03250499,0.009445739],"study_design_scores_gemma":[0.006550249,0.003450102,0.02888824,0.01200907,0.0001011827,0.00001764175,0.935881,0.000467883,0.00002510257,0.00004639679,0.01203739,0.000525785],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827382,0.001798503,0.00003183887,0.00308116,0.00121056,0.002558464,0.002419223,0.00003669312,0.006125361],"genre_scores_gemma":[0.9968933,0.0003898411,0.000570306,0.0005815719,0.0006049618,0.00002866014,0.0006388301,0.00008448773,0.0002080777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4554896,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08600911762657398,"score_gpt":0.4059087951657863,"score_spread":0.3198996775392123,"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."}}