{"id":"W4404461458","doi":"10.7870/cjcmh-2024-020","title":"More Than a Framework? Applying Socioecological Models Within Mental Health and Community Psychology Inquiries","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Community Mental Health","topic":"Community Health and Development","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Guelph","funders":"","keywords":"Mental health; Psychology; Applied psychology; Sociology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1094031,0.0009732344,0.00148409,0.005928196,0.013052,0.02021191,0.00544853,0.008389355,0.002404089],"category_scores_gemma":[0.1056818,0.0007508136,0.0007889103,0.005244854,0.09964606,0.03707778,0.01124356,0.01639101,0.0004002419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02410815,"about_ca_system_score_gemma":0.04280993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06688259,"about_ca_topic_score_gemma":0.07784866,"domain_scores_codex":[0.8783998,0.1047285,0.00292655,0.002631894,0.008523734,0.00278945],"domain_scores_gemma":[0.9053044,0.06700179,0.004801258,0.005643023,0.01347695,0.00377251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001213524,0.00002539856,0.001076552,0.0002468475,0.00001600202,0.0001638192,0.06121526,0.0001193571,0.00003644892,0.9071129,0.01097983,0.01899546],"study_design_scores_gemma":[0.0000228198,0.00002708826,0.001121883,0.002499097,0.00001868941,0.00023827,0.1114945,0.0004521104,0.00006694109,0.7378495,0.1461567,0.0000523999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008441013,0.02411564,0.0441088,0.8722622,0.005865003,0.0002119317,0.00007562619,0.0000507968,0.04486886],"genre_scores_gemma":[0.7117794,0.03892405,0.08346891,0.1512297,0.007058914,0.001496162,0.0001842338,0.0001568941,0.005701777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1094031,"threshold_uncertainty_score":0.578586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2181450842164141,"score_gpt":0.4998601038562892,"score_spread":0.281715019639875,"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."}}