{"id":"W11770723","doi":"10.1111/j.1346-8138.2001.tb00052.x","title":"Workforce Mobility within the Construction Industry in Quebec: A Dual Reality","year":2008,"lang":"en","type":"article","venue":"The Journal of Dermatology","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Workforce; Labour economics; Business; Human capital; Work (physics); Demographic economics; Economics; Engineering; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001517943,0.00005564644,0.0001639759,0.00002181461,0.0005492514,0.00001717556,0.000364502,0.0002233529,0.00002999922],"category_scores_gemma":[0.0004804961,0.00003026247,0.00005020391,0.0004086043,0.001936401,0.0002291972,0.00002824818,0.0008144192,0.000002800783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001065483,"about_ca_system_score_gemma":0.000669759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09262224,"about_ca_topic_score_gemma":0.1861905,"domain_scores_codex":[0.9980737,0.0009546322,0.0003611852,0.00006064025,0.0003502121,0.0001996194],"domain_scores_gemma":[0.9988573,0.0003885435,0.0005003409,0.0001099589,0.00008825855,0.00005564403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001847026,0.0001112255,0.7435594,0.000004596212,0.00002572662,0.0001732506,0.1672882,0.0004167913,0.00004342663,0.07194463,0.01281627,0.003431712],"study_design_scores_gemma":[0.0008478361,0.00005527282,0.7557909,0.00005364266,0.00003738108,0.005595535,0.1767838,0.00009836794,0.000231606,0.03357818,0.02670847,0.0002190461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446903,0.0002044964,0.0000469815,0.05180915,0.0004797561,0.00007980438,7.186969e-7,0.000005202761,0.002683598],"genre_scores_gemma":[0.9990026,0.0001681605,0.00003717088,0.0003412039,0.0001676694,0.000001058297,4.381417e-8,0.00000176614,0.0002802911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09356822,"threshold_uncertainty_score":0.9134201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04871381483261571,"score_gpt":0.3284535444114947,"score_spread":0.279739729578879,"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."}}