{"id":"W4396504163","doi":"10.54932/olkn7524","title":"Évaluation des compétences numériques dans les emplois au Québec et au Canada","year":2024,"lang":"fr","type":"report","venue":"","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":[0.0004686469,0.0005383246,0.0005494129,0.0001464279,0.0002571211,0.000223781,0.0002823732,0.0002834154,0.0007029311],"category_scores_gemma":[0.00005756502,0.0005122702,0.0002004839,0.000102846,0.0001564749,0.0001391669,0.00009236847,0.0005300568,0.00005192529],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01318156,"about_ca_system_score_gemma":0.02521205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9998456,"about_ca_topic_score_gemma":0.9999955,"domain_scores_codex":[0.9978323,0.00005806562,0.0007068145,0.0004502316,0.0004571192,0.0004954962],"domain_scores_gemma":[0.998998,0.0002267264,0.0001138954,0.0003140034,0.0001619218,0.0001854494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006652537,0.00006778729,0.6682259,0.005403061,0.001819469,0.0002210869,0.06351255,0.1030854,0.0005548417,0.03743728,0.02172465,0.09794129],"study_design_scores_gemma":[0.0002128164,0.0001690736,0.3345232,0.003024175,0.00060694,0.0001288082,0.01926781,0.01628092,0.002557317,0.005741254,0.6145772,0.002910417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7017148,0.002476791,0.002620358,0.0003218814,0.003041925,0.0001713342,0.0001347928,0.0001797511,0.2893384],"genre_scores_gemma":[0.9503059,0.001554578,0.002195316,0.00001964455,0.0007888172,0.00003275284,0.0002349472,0.0001287236,0.04473937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5928526,"threshold_uncertainty_score":0.9997329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06619701742879619,"score_gpt":0.2662720158081574,"score_spread":0.2000749983793612,"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."}}