{"id":"W4294325321","doi":"10.3390/ijerph191710873","title":"Using Decision Trees to Examine Environmental and Behavioural Factors Associated with Youth Anxiety, Depression, and Flourishing","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Waterloo","funders":"Institute of Population and Public Health; Institute of Nutrition, Metabolism and Diabetes; Ministère de la Santé et des Services sociaux; Ministère de la Santé; Canadian Institutes of Health Research; Health Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Flourishing; Anxiety; Mental health; Psychology; Depression (economics); Clinical psychology; Population; Gerontology; Psychiatry; Medicine; Environmental health; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.007843274,0.001176708,0.001030596,0.003559775,0.0008500451,0.001750981,0.000685887,0.0007671991,0.002334583],"category_scores_gemma":[0.02111621,0.0004947506,0.002536988,0.00204801,0.0004260123,0.001121913,0.001049307,0.001439813,0.0002178236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847952,"about_ca_system_score_gemma":0.002507923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01827152,"about_ca_topic_score_gemma":0.02493167,"domain_scores_codex":[0.996618,0.002367031,0.00019587,0.0003296946,0.0002396007,0.0002498167],"domain_scores_gemma":[0.9747965,0.02253647,0.00101966,0.0003194856,0.0008370061,0.0004909197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001914283,0.001354274,0.3180137,0.0005560404,0.001698343,0.0003025645,0.001269898,0.4903697,0.0008766049,0.008193176,0.003671337,0.17178],"study_design_scores_gemma":[0.0001462521,0.0005087047,0.02146271,0.0001344361,0.0003668525,0.00008894075,0.0008021909,0.9522207,0.0004153872,0.02229864,0.001500958,0.00005431553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7888712,0.001120887,0.2010603,0.001234964,0.0001420087,0.0009549597,0.002737273,0.0004745108,0.003404035],"genre_scores_gemma":[0.8953514,0.0004434026,0.09989163,0.0001736059,0.00004356304,0.0006442085,0.002555749,0.00003554397,0.0008610447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01827152,"threshold_uncertainty_score":0.04147965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2388020453001157,"score_gpt":0.4532647391773812,"score_spread":0.2144626938772655,"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."}}