{"id":"W2972915882","doi":"10.3917/qdm.193.0061","title":"Intelligence artificielle et transformation des emplois","year":2019,"lang":"fr","type":"article","venue":"Question(s) de management","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001566468,0.0001598207,0.0001385675,0.0001116296,0.0002594181,0.0002800286,0.000213657,0.0001084165,0.001387402],"category_scores_gemma":[0.000008885125,0.0001865089,0.0001012968,0.0004424031,0.0002283884,0.001993896,0.00002365386,0.0001350777,0.004332403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831057,"about_ca_system_score_gemma":0.00004479029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006052803,"about_ca_topic_score_gemma":0.0006730608,"domain_scores_codex":[0.9984922,0.0002350964,0.0003921005,0.0002182703,0.0002465605,0.0004157446],"domain_scores_gemma":[0.9995193,0.00005554831,0.00008469744,0.0001693874,0.00005669172,0.000114387],"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":[0.000009188712,0.00008548315,0.0003605998,0.0001901547,0.00002600643,0.000001374131,0.009728632,0.007545637,7.615188e-7,0.6121736,0.0002752511,0.3696033],"study_design_scores_gemma":[0.0001907331,0.0001324899,0.002915579,0.0005552162,0.00007465643,0.00000326856,0.01217798,0.009516654,0.0002387766,0.1649784,0.8088401,0.0003762135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06204189,0.0006127477,0.2004752,0.008368278,0.0009365141,0.0007102911,0.00001055179,0.00011127,0.7267332],"genre_scores_gemma":[0.9417303,0.002035408,0.00179071,0.0006678603,0.00006319535,0.0000488907,0.00003435111,0.00001298701,0.05361631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8796884,"threshold_uncertainty_score":0.9995255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177480242231824,"score_gpt":0.2879378468132162,"score_spread":0.2661630443908979,"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."}}