{"id":"W2054870526","doi":"10.3917/docsi.451.0022","title":"Métiers et compétences","year":2008,"lang":"fr","type":"article","venue":"Documentaliste-Sciences de l Information","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Jean-de-Brébeuf","funders":"","keywords":"Humanities; Art; Passions; Political science; Sociology; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004952289,0.0001920652,0.0001884094,0.0001743209,0.002534911,0.0002807367,0.0005299789,0.0001899433,0.0006137813],"category_scores_gemma":[0.0004377542,0.0002024479,0.0001141053,0.000921835,0.007218844,0.006732277,0.00005002392,0.00022564,0.0003929469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003977293,"about_ca_system_score_gemma":0.000909936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003895306,"about_ca_topic_score_gemma":0.0001404393,"domain_scores_codex":[0.9971296,0.0007957213,0.0005505409,0.0002081087,0.0007172394,0.0005987491],"domain_scores_gemma":[0.9984769,0.000652001,0.0003954998,0.0001292651,0.000155091,0.0001912357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002869611,0.00006707188,0.01485864,0.00003749311,0.00002016506,8.05277e-7,0.239804,0.0006796755,0.000006431551,0.7229975,0.01753684,0.003988467],"study_design_scores_gemma":[0.0003955308,0.0001956599,0.010431,0.0001018682,0.00002471212,0.00008492597,0.432089,0.001969194,0.00004308379,0.0172719,0.5369285,0.0004646351],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4168648,0.002140051,0.006227819,0.08001772,0.01173124,0.0006228788,0.00007498638,0.0001840692,0.4821364],"genre_scores_gemma":[0.9645114,0.003938305,0.01830877,0.008301062,0.0009030157,0.00004927718,0.0001492305,0.000006988064,0.003831962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7057257,"threshold_uncertainty_score":0.9987637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2632973592470534,"score_gpt":0.4811141501267174,"score_spread":0.217816790879664,"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."}}