{"id":"W4407918117","doi":"10.1007/978-3-031-76228-4_6","title":"Structural Changes in Canadian Employment from 1997 to 2022","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; Conference Board of Canada","funders":"","keywords":"Geology","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":[0.0007369779,0.0004028121,0.0003032078,0.004681036,0.004218103,0.003506538,0.001299194,0.0006916081,0.01728007],"category_scores_gemma":[0.002112374,0.000318969,0.0006965884,0.01491714,0.0007990858,0.0006775183,0.001367879,0.001278645,0.002684017],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1301974,"about_ca_system_score_gemma":0.1103321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977043,"about_ca_topic_score_gemma":0.9984676,"domain_scores_codex":[0.9984927,0.00003214242,0.0000322854,0.00009400531,0.0008305332,0.0005183217],"domain_scores_gemma":[0.9977136,0.00006500733,0.0001232772,0.00003648633,0.001693981,0.000367702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004211495,0.0001083296,0.1531152,0.002224802,0.0001929618,0.001110547,0.0188626,0.003714777,0.001225583,0.06213509,0.4685786,0.2883103],"study_design_scores_gemma":[0.00001378159,0.00002426279,0.4333111,0.0006063933,0.00002894759,0.0001621752,0.006679527,0.0005355793,0.0003107909,0.0005207434,0.5577433,0.00006334999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3352365,0.04729653,0.0006140776,0.03008128,0.001338289,0.0001635726,0.2121438,0.0003898935,0.372736],"genre_scores_gemma":[0.7501724,0.03006336,0.0012178,0.002812541,0.000262312,0.0001110473,0.05188119,0.0001587303,0.1633206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8698026,"threshold_uncertainty_score":0.9446528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0567077285606913,"score_gpt":0.3704396133529159,"score_spread":0.3137318847922246,"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."}}