{"id":"W7024813257","doi":"","title":"STABILIZING THE SELF: IMMIGRANT LABOUR AND RETHINKING PRECARITY","year":2019,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precarity; Immigration; Subjectification; Conceptualization; Ethnography; Narrative; Identity (music); Cognitive reframing; Focus (optics); Precarious work","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004616885,0.0003312028,0.000316439,0.00103263,0.008897009,0.00661649,0.0007835265,0.00105656,0.002341338],"category_scores_gemma":[0.005903239,0.0001800529,0.0002387895,0.0009037564,0.03828677,0.004174377,0.007702503,0.00283588,0.0002541617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005622462,"about_ca_system_score_gemma":0.007174429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02694865,"about_ca_topic_score_gemma":0.04530817,"domain_scores_codex":[0.9972672,0.00196363,0.00005509843,0.0001357892,0.000250269,0.0003280667],"domain_scores_gemma":[0.9973578,0.001385301,0.0002773898,0.0002258306,0.0002531253,0.0005005912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009998299,0.000005508174,0.001984644,0.00003201406,0.000002334332,0.0001966057,0.9577179,0.00002981848,0.0001220682,0.03329562,0.0007380887,0.005865462],"study_design_scores_gemma":[0.000002945231,0.00001974144,0.002847538,0.0002723419,0.000004465544,0.0001993271,0.9376104,0.00009579255,0.0001727472,0.0128606,0.04590429,0.000009793071],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8743967,0.005777667,0.00263361,0.03377384,0.0003759427,0.00003825559,0.0000352127,0.00002510397,0.08294359],"genre_scores_gemma":[0.9923689,0.001525666,0.0004079213,0.0007503358,0.00004471677,0.00001375023,0.00001106788,0.00001427168,0.004863289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02694865,"threshold_uncertainty_score":0.05358362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315487616821402,"score_gpt":0.2280156402411344,"score_spread":0.2148607640729203,"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."}}