{"id":"W3202643784","doi":"10.7202/1079569ar","title":"Les futurs enseignants confrontés aux TIC","year":2021,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Humanities; Political science; Psychology; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001232688,0.0002203102,0.0002828335,0.00005325322,0.0006685146,0.0001453485,0.0002333568,0.0002872584,0.01599668],"category_scores_gemma":[0.0009295949,0.0002546616,0.0001635464,0.0007938179,0.0003891065,0.0003605475,0.0000375356,0.0003362191,0.001311749],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004648883,"about_ca_system_score_gemma":0.006451491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005430311,"about_ca_topic_score_gemma":0.003518908,"domain_scores_codex":[0.9969454,0.001223094,0.0003945928,0.0004802524,0.0004747677,0.0004819362],"domain_scores_gemma":[0.9978285,0.0006670434,0.0001917387,0.0003614649,0.0006755778,0.0002756689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009378969,0.0009373463,0.001084634,0.0001561622,0.00009472841,0.00001572595,0.1359351,0.00005993052,0.001190095,0.2549662,0.1165368,0.4890139],"study_design_scores_gemma":[0.0002488671,0.00002339049,0.02248637,0.0001390618,0.00004510666,0.00001178593,0.03880049,0.00002618147,0.0009212414,0.01315081,0.9238596,0.0002871201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2070182,0.06421768,0.002450741,0.1162574,0.0611091,0.000370372,0.00007710232,0.0000927189,0.5484067],"genre_scores_gemma":[0.4503762,0.005656011,0.009721007,0.003876976,0.003455729,0.00006334316,0.00009665119,0.00004124815,0.5267129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8073227,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142124182239254,"score_gpt":0.4272600836476327,"score_spread":0.2851359014083786,"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."}}