{"id":"W4390874848","doi":"10.18162/fp.2023.a309","title":"D’utilisateur passif à la cocréation de connaissances, comment l’IA peut-elle être utilisée dans nos classes ?","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Physics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003535697,0.0002280788,0.0002324134,0.000268547,0.002116879,0.0001231687,0.000333673,0.0006985826,0.0007101742],"category_scores_gemma":[0.0003783543,0.0002259657,0.00009640919,0.001086549,0.0005382492,0.002826169,0.0001494522,0.0008638068,0.00217772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003210111,"about_ca_system_score_gemma":0.0003478818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001753401,"about_ca_topic_score_gemma":0.0002657326,"domain_scores_codex":[0.9962965,0.001707368,0.000665438,0.0002042446,0.0005146147,0.0006118983],"domain_scores_gemma":[0.9984081,0.0004398551,0.0006008283,0.0002373268,0.0001942301,0.0001196465],"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":[0.00006044082,0.0001498875,0.00553901,0.0005325393,0.00003135589,0.000009244328,0.2557333,0.0008564653,0.0002400373,0.4646865,0.2166255,0.05553572],"study_design_scores_gemma":[0.0006962426,0.00008165942,0.01086453,0.0007107995,0.00003179015,0.0000103382,0.2161996,0.04692228,0.001402661,0.004930599,0.7178547,0.0002948041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5192352,0.0008999092,0.02263325,0.2472681,0.006282121,0.001863181,0.0001062987,0.00225524,0.1994567],"genre_scores_gemma":[0.9784217,0.001302873,0.0002619439,0.001689715,0.000156068,0.0001158013,0.0005782588,0.00002019852,0.01745345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5012293,"threshold_uncertainty_score":0.9991822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05209168810188131,"score_gpt":0.3785280861075547,"score_spread":0.3264363980056734,"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."}}