{"id":"W3027892344","doi":"","title":"Is non-medical use of prescription sedatives and sleeping pills associated with symptoms of depression, anxiety, and stress in undergraduate university students","year":2019,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Treatment of Major Depression","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pill; Anxiety; Medical prescription; Depression (economics); Clinical psychology; Stress (linguistics); Medicine; Psychiatry; Psychology; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001883411,0.0003057427,0.001004917,0.0009529518,0.0001196238,0.000007857368,0.0003940823,0.0009479296,0.00002830281],"category_scores_gemma":[0.0001430897,0.0003247162,0.000098273,0.0004885818,0.000391353,0.0008731238,0.0003321686,0.0009588026,5.321771e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424067,"about_ca_system_score_gemma":0.0006042969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01113628,"about_ca_topic_score_gemma":0.0329255,"domain_scores_codex":[0.9981394,0.00002133939,0.0003319213,0.0005507896,0.0007501944,0.0002063751],"domain_scores_gemma":[0.998157,0.00001174447,0.0009200466,0.0004437694,0.0003619739,0.0001054522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001720735,0.001076262,0.9677658,0.0007590262,0.001124553,0.0001265976,0.00307673,0.00001414376,0.004602816,0.00004218525,0.00004361261,0.01964753],"study_design_scores_gemma":[0.007677649,0.0007511504,0.972522,0.008647692,0.0008704362,0.00001063954,0.00206302,0.00004828823,0.004664939,0.00002674976,0.002479979,0.0002375068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983906,0.0002102957,0.00002306643,0.00008138565,0.0001002979,0.0007419215,0.0001520386,0.00003268441,0.0002677333],"genre_scores_gemma":[0.9883982,0.0006990973,0.008567721,0.000004832296,0.000002444017,4.560474e-7,0.0005070898,0.00001933624,0.001800847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02178922,"threshold_uncertainty_score":0.9999205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01024526963529451,"score_gpt":0.2319685843439567,"score_spread":0.2217233147086622,"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."}}