{"id":"W2785016994","doi":"10.22215/etd/2015-11137","title":"Medicating the Crisis: Investigating the Links Between Precarious Employment, Mental Health Issues, and the Reliance on Antidepressants as Treatment","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Medicalization; Mental health; Oppression; Mental illness; Mental distress; Precarity; Psychology; Psychological intervention; Distress; Sociology; Thematic analysis; Precarious work; Psychiatry; Political science; Social science; Psychotherapist; Qualitative research; Gender studies; Work (physics); Engineering","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":[0.006468216,0.0002844019,0.0004731213,0.001778751,0.007529465,0.006776481,0.001264921,0.00220386,0.003214695],"category_scores_gemma":[0.01128584,0.0004103217,0.0003084757,0.001611443,0.0173266,0.007609365,0.00827283,0.00478822,0.0001963616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004066807,"about_ca_system_score_gemma":0.005766602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007053078,"about_ca_topic_score_gemma":0.009841925,"domain_scores_codex":[0.9959512,0.002539997,0.0001150701,0.0002526333,0.0003634951,0.0007775757],"domain_scores_gemma":[0.9879871,0.008409625,0.002216818,0.0002045581,0.0003998719,0.0007821186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004328671,0.0001276436,0.01860009,0.0001843102,0.00001299595,0.0006520645,0.952917,0.00003546857,0.0002068969,0.01902556,0.0006622605,0.007532408],"study_design_scores_gemma":[0.000003736846,0.00004575409,0.01164865,0.0002091748,0.00000634573,0.0001457301,0.9806295,0.00005531928,0.00007185296,0.002938701,0.004238723,0.000006390903],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676048,0.002438837,0.0006028031,0.01608876,0.00006803334,0.00005900003,0.0000422429,0.000002969438,0.01309259],"genre_scores_gemma":[0.9950411,0.002143197,0.0002807355,0.001651467,0.0000444103,0.00005601094,0.00001405149,0.00000356367,0.0007655598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007529465,"threshold_uncertainty_score":0.03420764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06989469536667384,"score_gpt":0.3697836727447843,"score_spread":0.2998889773781105,"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."}}