{"id":"W7038414946","doi":"","title":"\"I know I have to look after myself\": A thematic analysis of neoliberal discourse in an online forum for Canadians suffering from depression","year":2022,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Spider Taxonomy and Behavior Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neoliberalism (international relations); Ideology; Retrenchment; Mental health; Thematic analysis; Mental illness; Qualitative research; Government (linguistics); Depression (economics); Individualism; Welfare state","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":[0.0001468332,0.0002479734,0.0005092975,0.001307761,0.000252846,0.00003395442,0.0005081911,0.0002197258,0.00005200367],"category_scores_gemma":[0.00004128976,0.000274307,0.0003089973,0.0006788193,0.00009355399,0.00001763791,0.0002328868,0.0003560859,3.447758e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971642,"about_ca_system_score_gemma":0.0005134802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08672176,"about_ca_topic_score_gemma":0.8496646,"domain_scores_codex":[0.9979298,0.0002388825,0.0002832187,0.0007345793,0.0002870495,0.000526525],"domain_scores_gemma":[0.9988601,0.00006856394,0.0001390417,0.0005890275,0.0001305529,0.0002127329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003867787,0.0006332847,0.9164981,0.0001407815,0.001792811,0.0004368608,0.004124326,0.0004148488,0.06749374,0.00001952439,0.0002523967,0.004325583],"study_design_scores_gemma":[0.001650692,0.002030104,0.7166028,0.0002952841,0.001847272,0.000003148286,0.1964623,0.0004323976,0.07394589,0.00006825798,0.005564384,0.001097415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997296,0.0006044331,0.00006989394,0.00005690155,0.0001877577,0.0007283437,0.0004563399,0.000008093549,0.0005921891],"genre_scores_gemma":[0.9890883,0.00006774539,0.0000823232,0.00001197743,0.0001101958,0.0000745725,0.002070581,0.00003324401,0.008461053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7629429,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717507547056755,"score_gpt":0.3182409560609922,"score_spread":0.2910658805904246,"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."}}