{"id":"W4415586348","doi":"10.21083/crrf.v29i1.7631","title":"Precarious Employment inNon-metro Ontario: AStatistical Overview","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Census; Metropolitan area; Presentation (obstetrics); Key (lock); American Community Survey; Statistical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0006275731,0.0003928237,0.0002602088,0.005720306,0.001421302,0.001199311,0.0006654011,0.000186852,0.01055647],"category_scores_gemma":[0.001229877,0.0002348907,0.0003771164,0.0149625,0.0004975304,0.0005739852,0.001016258,0.0003112366,0.00129842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01938456,"about_ca_system_score_gemma":0.02417577,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9650062,"about_ca_topic_score_gemma":0.9899337,"domain_scores_codex":[0.9991857,0.00004069871,0.00006217185,0.00006565266,0.0004317134,0.0002140328],"domain_scores_gemma":[0.9987831,0.0000763441,0.0002106114,0.00003972641,0.0007231055,0.0001671921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003169006,0.0000693941,0.5519996,0.004728861,0.00014426,0.0005544148,0.01126801,0.001957304,0.002694831,0.0133938,0.1781929,0.2346797],"study_design_scores_gemma":[0.000004889708,0.00004650175,0.8152843,0.0002540839,0.00001938648,0.0001084154,0.003349326,0.0003196275,0.0001841709,0.0002737971,0.1801325,0.00002303671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3838257,0.03816148,0.005188188,0.006782854,0.0003990586,0.001738919,0.3578326,0.0006528905,0.2054183],"genre_scores_gemma":[0.6674722,0.05453249,0.007374403,0.000777897,0.0003042546,0.001315947,0.13002,0.000300951,0.1379018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03499377,"threshold_uncertainty_score":0.1406454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368189578942436,"score_gpt":0.3534063039438831,"score_spread":0.3097244081544587,"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."}}