{"id":"W6959269859","doi":"10.7939/r3-sxvy-v522","title":"Patterns of Labour Market Instability Across Canada","year":2020,"lang":"en","type":"other","venue":"University of Alberta Library","topic":"Legal and Regulatory Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Productivity; Unemployment; Instability; Work (physics); Margin (machine learning)","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":[0.0007467894,0.0003883962,0.0005992085,0.008288243,0.007034015,0.005085967,0.00189237,0.0009070258,0.02141686],"category_scores_gemma":[0.004262262,0.0005092237,0.0005183285,0.02097124,0.002034932,0.001027613,0.002559681,0.001122063,0.001388992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09392662,"about_ca_system_score_gemma":0.1443584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9988134,"about_ca_topic_score_gemma":0.9994032,"domain_scores_codex":[0.9981937,0.00007662632,0.00006853219,0.0001562104,0.0005742635,0.0009306689],"domain_scores_gemma":[0.9933228,0.0005042931,0.0007959486,0.0001212306,0.003438454,0.001817205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006008752,0.0001520643,0.717686,0.0004210604,0.000221541,0.0005511383,0.0207628,0.002715601,0.0007483352,0.02895227,0.1159863,0.111202],"study_design_scores_gemma":[0.00001457612,0.00001714188,0.9631939,0.0001531577,0.00001776273,0.00003671177,0.01085687,0.0007781684,0.00009439587,0.0006394156,0.02414596,0.00005186199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.864378,0.00470098,0.0003240939,0.01018018,0.00005417925,0.0001231884,0.04786865,0.000170743,0.07220002],"genre_scores_gemma":[0.9347351,0.002439646,0.0003086916,0.0004352467,0.00001952981,0.00004720739,0.008980436,0.00007104628,0.05296311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09392662,"threshold_uncertainty_score":0.6814885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0051256740183552,"score_gpt":0.1845067885212677,"score_spread":0.1793811145029125,"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."}}