{"id":"W2102436662","doi":"10.3390/ijerph111010559","title":"Predictors of Healthcare Service Utilization for Mental Health Reasons","year":2014,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Douglas College","funders":"","keywords":"Mental health; Psychological intervention; Health care; Psychiatry; Medicine; Population; Psychology; Social support; Clinical psychology; Environmental health; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005108601,0.0001788394,0.0002615711,0.0007319709,0.0003897874,0.0005788813,0.0002835588,0.0003568711,0.001858853],"category_scores_gemma":[0.003717113,0.0001961535,0.0005608575,0.0008379071,0.0002346319,0.0002808355,0.000686522,0.0008401786,0.0001777385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003039142,"about_ca_system_score_gemma":0.0006401843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01354499,"about_ca_topic_score_gemma":0.01762177,"domain_scores_codex":[0.9994907,0.0001374568,0.00005724897,0.00004990392,0.0001019567,0.0001626497],"domain_scores_gemma":[0.9978222,0.0005171032,0.00100773,0.00008583899,0.00020053,0.0003665722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001076975,0.00001768013,0.9993834,0.000002932203,0.00001158345,0.00001825737,0.00002533873,0.00002406018,0.00002194964,0.000008878003,0.00003693271,0.0004381488],"study_design_scores_gemma":[9.404425e-7,0.00002314625,0.9994925,0.000004712259,0.000007728852,0.00007519279,0.0001279126,0.0001928383,0.00001340689,0.00001178914,0.00004830142,0.000001477568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991958,0.0001665633,0.00005874925,0.00008601947,0.000004334603,0.000008456614,0.0002232504,0.000003944327,0.0002529661],"genre_scores_gemma":[0.9995932,0.00008234269,0.00004038936,0.0000104303,0.000006596213,0.000005203543,0.000188351,0.000001303067,0.00007217384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01354499,"threshold_uncertainty_score":0.0269323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592239330911013,"score_gpt":0.4828347938269036,"score_spread":0.3236108607358023,"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."}}