{"id":"W2336082586","doi":"10.26034/vd.fpeq.2008.045","title":"Quelles compétences technopédagogiques pour les futurs enseignants du Québec ?","year":2008,"lang":"fr","type":"article","venue":"Formation et pratiques d’enseignement en question","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001071518,0.0004337513,0.0003473081,0.0001362829,0.001462101,0.0001760673,0.0003426595,0.0003260348,0.001952247],"category_scores_gemma":[0.000442403,0.0002639049,0.0001362075,0.0005688871,0.0004908545,0.001988552,0.0001481678,0.0003490715,0.0004959035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006792845,"about_ca_system_score_gemma":0.0005183545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01597376,"about_ca_topic_score_gemma":0.02062821,"domain_scores_codex":[0.9968239,0.0008118814,0.000883986,0.0004327848,0.0006190874,0.0004283751],"domain_scores_gemma":[0.9977794,0.0004132982,0.0006117835,0.0001355148,0.0009571919,0.0001028553],"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":[0.00007503502,0.001699801,0.01117563,0.0002180675,0.0001843573,0.00002810515,0.07060201,0.0003360028,0.007154372,0.4315756,0.4202368,0.0567142],"study_design_scores_gemma":[0.000787073,0.001892737,0.2063592,0.001240391,0.0001744313,0.0003993544,0.1738876,0.003346457,0.01308754,0.01311821,0.5838961,0.001810911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8387825,0.004905627,0.004671753,0.1365528,0.001031648,0.0009324041,0.0001665625,0.0004986678,0.01245807],"genre_scores_gemma":[0.9662223,0.007949089,0.009546445,0.001507017,0.0009680046,0.0002013829,0.0006327342,0.000008450827,0.01296457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4184574,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04019923169700857,"score_gpt":0.2704165810400799,"score_spread":0.2302173493430714,"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."}}