{"id":"W1711987182","doi":"10.7202/028482ar","title":"Estimation of Educational Requirements in Occupations and Occupational Groups","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimation; Psychology; Computer science; Applied psychology; Business; Engineering; Systems engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005832614,0.00006306004,0.00006696959,0.0001967123,0.00004928491,0.00001143138,0.00003891576,0.00007746422,0.0002325932],"category_scores_gemma":[0.00004098921,0.0000738223,0.00001394282,0.000142032,0.00003043508,0.0002184104,0.000009548861,0.0001004334,0.00002064736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008346498,"about_ca_system_score_gemma":0.00005212682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001208101,"about_ca_topic_score_gemma":0.00005981069,"domain_scores_codex":[0.9995313,0.000007702397,0.0002471078,0.00007379553,0.00006748597,0.00007260525],"domain_scores_gemma":[0.9997425,0.00009942845,0.00003656163,0.00007518899,0.00001915896,0.00002717824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00000465247,0.00006833863,0.2035503,0.000004652984,0.00002243818,5.307744e-8,0.000666477,0.7155809,0.00008694656,0.05779263,0.002206619,0.02001589],"study_design_scores_gemma":[0.0003907451,0.00001182554,0.7527078,0.00004164561,0.00001101473,0.000001213931,0.00009588424,0.2417065,0.0003676853,0.002462669,0.0020524,0.0001505865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944007,0.0001535886,0.001046515,0.0002431719,0.00005769729,0.00009171838,0.00002495007,0.00001737851,0.003964226],"genre_scores_gemma":[0.9976941,0.00002778281,0.001951605,0.000006207392,0.00004600079,0.00001303671,0.00009675687,0.000007595982,0.0001569314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491574,"threshold_uncertainty_score":0.3010386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557314960323601,"score_gpt":0.2628968626852646,"score_spread":0.2373237130820286,"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."}}