{"id":"W7010935077","doi":"","title":"Labour skills and changing international competitiveness:a case study of machinists in Canada : mémoire","year":2024,"lang":"en","type":"article","venue":"Graduate Institute Geneva Institutional Repository (Graduate Institute of International and Development Studies)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Labor relations","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008669022,0.0003092691,0.0004406062,0.0005540376,0.0008788652,0.0001027617,0.0003292119,0.00006901332,0.00001951805],"category_scores_gemma":[0.0002301482,0.0002992412,0.0000543235,0.0004742928,0.0009747682,0.0006590554,0.0003062393,0.0002668706,0.000003298704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001557231,"about_ca_system_score_gemma":0.004649051,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4316691,"about_ca_topic_score_gemma":0.6178818,"domain_scores_codex":[0.9967018,0.0001224941,0.001033949,0.0006193607,0.00118885,0.0003334847],"domain_scores_gemma":[0.9985756,0.0001367018,0.0002299476,0.0001583633,0.0007270462,0.0001723537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001593385,0.00209234,0.7232733,0.0007805668,0.002565362,0.009686342,0.1148328,0.003929526,0.0001426594,0.1038953,0.0002271375,0.03841529],"study_design_scores_gemma":[0.002651782,0.0001145908,0.6358401,0.001618661,0.000111233,0.001987588,0.06047091,0.0002800963,0.0004897548,0.0006611957,0.2946177,0.001156359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841577,0.0006816844,0.000121776,0.00145356,0.01071012,0.0004874969,0.00004882622,0.00004450298,0.002294324],"genre_scores_gemma":[0.9971689,0.0006928722,0.001012374,0.00008286412,0.0002754433,0.00009296028,0.00003747482,0.00001211369,0.0006249776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2943906,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06560125016919954,"score_gpt":0.3442250921546239,"score_spread":0.2786238419854244,"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."}}