{"id":"W3090923800","doi":"","title":"A Snapshot of Precarious Academic Work in Canada","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Corporatization; Snapshot (computer storage); Work (physics); Phenomenon; Neoliberalism (international relations); Government (linguistics); Political science; Public administration; Sociology; Public relations; Labour economics; Business; Economics; Social science; Engineering; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000742619,0.000520244,0.0007764535,0.008150442,0.02585625,0.009144374,0.002195824,0.001092926,0.01262484],"category_scores_gemma":[0.001715531,0.0005368462,0.0005891664,0.02730983,0.003318284,0.001753287,0.004415786,0.002767088,0.001563963],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1308535,"about_ca_system_score_gemma":0.2051504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.997596,"about_ca_topic_score_gemma":0.9993412,"domain_scores_codex":[0.9968826,0.0001498031,0.00008942525,0.0001832224,0.00112932,0.001565772],"domain_scores_gemma":[0.993417,0.0003141152,0.000423639,0.0001243763,0.002587681,0.003133251],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007237922,0.0003416827,0.2075299,0.003400755,0.0002442502,0.005848613,0.2224964,0.0009823157,0.002312458,0.03369933,0.2896031,0.2328174],"study_design_scores_gemma":[0.00001736165,0.00005848542,0.4716075,0.001201971,0.00004880948,0.0006348246,0.1751232,0.0001788471,0.0002884227,0.0008916793,0.3497773,0.0001715392],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6165103,0.04166058,0.0006530136,0.03269281,0.001090604,0.0003046748,0.04856123,0.0003283894,0.2581984],"genre_scores_gemma":[0.876865,0.03934882,0.001357121,0.004642158,0.0001860309,0.0000947093,0.009562884,0.0002026614,0.06774063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992574,"threshold_uncertainty_score":0.9494129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4460104359105598,"score_gpt":0.6181336517761356,"score_spread":0.1721232158655758,"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."}}