{"id":"W7160260113","doi":"10.18162/fp.2025.a365","title":"Quelles perceptions des directions d’établissement d’enseignement face aux IA?","year":2025,"lang":"","type":"article","venue":"Formation et profession","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Commission Scolaire des Hautes Rivières","funders":"","keywords":"Face (sociological concept); Perception; Qualitative research; Perspective (graphical); Quality (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003644217,0.0003636622,0.0003209588,0.0005782011,0.006858042,0.0004202731,0.0004242058,0.0003322467,0.002650825],"category_scores_gemma":[0.0003549598,0.0003732941,0.0001959396,0.001480224,0.0004121336,0.008167143,0.0001845749,0.0005177839,0.000335217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022925,"about_ca_system_score_gemma":0.002385772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107249,"about_ca_topic_score_gemma":0.008566875,"domain_scores_codex":[0.9940319,0.003049908,0.001125928,0.000492131,0.0006809329,0.0006191839],"domain_scores_gemma":[0.9977464,0.0002669585,0.0004234304,0.0005042846,0.0008327827,0.0002261425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004652509,0.00111095,0.001764004,0.0004424842,0.00006234833,5.581563e-7,0.5666886,0.00006193852,0.00105131,0.07324302,0.3397539,0.01577437],"study_design_scores_gemma":[0.0005313528,0.00009062667,0.01676808,0.001580473,0.0000863477,0.000001227804,0.6227802,0.0008335185,0.0008763614,0.01170526,0.3443446,0.0004019393],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4134291,0.003025372,0.05921482,0.2545527,0.0103952,0.005214585,0.000117063,0.0006858594,0.2533653],"genre_scores_gemma":[0.8531776,0.006979701,0.001012614,0.0008390528,0.0001610128,0.0004400624,0.0001961635,0.00001990637,0.1371739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4397485,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031783714522297,"score_gpt":0.3898745291693424,"score_spread":0.3580908146470454,"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."}}