{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004093787,0.0003631996,0.0003618571,0.0001576629,0.0005023029,0.0003189082,0.001636685,0.0003668768,0.001975183],"category_scores_gemma":[0.00004473679,0.0003200004,0.000117797,0.000637764,0.00003660658,0.0004651133,0.0004850494,0.001269132,0.00004122102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889625,"about_ca_system_score_gemma":0.000280299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261084,"about_ca_topic_score_gemma":0.003325114,"domain_scores_codex":[0.9975492,0.0005043436,0.0002378528,0.0008330992,0.0004410449,0.0004344755],"domain_scores_gemma":[0.9982482,0.0002934834,0.0003309812,0.0008300081,0.000180246,0.0001171314],"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":[0.0001159777,0.00006559123,0.01791159,0.002419488,0.0002190871,0.0001470921,0.07016111,0.0002020054,0.0001012334,0.1613761,0.0001863986,0.7470943],"study_design_scores_gemma":[0.00207311,0.0004766234,0.1159241,0.001614655,0.0003010872,0.00006477165,0.02382092,0.04163211,0.000303474,0.004507231,0.806884,0.00239791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2941995,0.002621144,0.006555473,0.003448431,0.004754394,0.002765481,0.00004334612,0.001656953,0.6839553],"genre_scores_gemma":[0.3857189,0.0001919485,0.01015159,0.0004000357,0.0001486009,0.000003113038,0.00005882922,0.00007636418,0.6032506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8066976,"threshold_uncertainty_score":0.9999252,"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."}}