{"id":"W2153320057","doi":"","title":"Postsecondary Students’ Information Needs and Pathways for Help with Stress, Anxiety, and Depression","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Anxiety; Mental health; Psychology; Population; Medical education; Service (business); Service provider; Depression (economics); Medicine; Family medicine; Nursing; Psychiatry; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0003078056,0.0001137979,0.0001607404,0.0001868329,0.0002389569,0.0001380379,0.00007703569,0.00007155742,0.00005385636],"category_scores_gemma":[3.78593e-7,0.00008523843,0.00001809181,0.00005836903,0.00005528433,0.0002374215,1.614699e-7,0.0001026459,8.555342e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006938181,"about_ca_system_score_gemma":0.00002818611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002912532,"about_ca_topic_score_gemma":0.001797212,"domain_scores_codex":[0.9993733,0.00003551021,0.000226819,0.00007573456,0.0000965959,0.0001920863],"domain_scores_gemma":[0.999252,0.00005886039,0.0001797364,0.00007687999,0.00008348309,0.0003490331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001204246,0.00005059122,0.2181905,0.0001258878,0.0001557605,0.000005409015,0.03965409,0.00000538078,0.00002903254,0.002717488,0.003097273,0.7347644],"study_design_scores_gemma":[0.02917145,0.006033679,0.1287609,0.001414938,0.000204866,0.001183866,0.007371747,0.0002790511,0.0003090894,0.05095217,0.7732815,0.00103668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782411,0.01203824,0.008595309,0.000234165,0.0003633551,0.0002380169,0.00003821304,0.000004275172,0.0002473642],"genre_scores_gemma":[0.9803452,0.01816991,0.0001548877,0.001054313,0.0001673917,0.000008438836,0.00001294021,0.00001349821,0.00007339047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7701843,"threshold_uncertainty_score":0.3475923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0131915301755462,"score_gpt":0.2843780194958592,"score_spread":0.271186489320313,"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."}}