{"id":"W4210874157","doi":"10.1522/rhe.v5i2.1257","title":"Comment développer ses compétences en TIC? L’expérience des personnes expertes de divers milieux du Réseau CompéTICA","year":2022,"lang":"fr","type":"article","venue":"Revue hybride de l éducation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057451,0.0003303671,0.0004250776,0.0003116973,0.001968191,0.0004484503,0.001192327,0.00007371792,0.00898235],"category_scores_gemma":[0.001334616,0.0003419419,0.0002022492,0.0009258233,0.0004840728,0.0008245343,0.0004283633,0.0003982892,0.0006526614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00322799,"about_ca_system_score_gemma":0.001764458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001907529,"about_ca_topic_score_gemma":0.0004438703,"domain_scores_codex":[0.9943917,0.001859257,0.0008334086,0.0007163901,0.001448248,0.0007509702],"domain_scores_gemma":[0.9959245,0.002222848,0.0004164083,0.0006144713,0.000496623,0.0003251005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009246408,0.001203263,0.1446024,0.0002206107,0.00009721125,0.00005244041,0.5297847,0.01598367,0.0008101839,0.00882801,0.198172,0.100153],"study_design_scores_gemma":[0.0005992929,0.0003521053,0.04459208,0.0002112428,0.0001124451,0.0005026523,0.3616053,0.1776235,0.0008138565,0.006111516,0.4068954,0.0005806336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8343608,0.00369064,0.00565954,0.1498633,0.003388807,0.0005137486,0.00008009281,0.00006625371,0.002376804],"genre_scores_gemma":[0.9747837,0.001821544,0.01240087,0.006081169,0.0004893076,0.0003017882,0.00007177059,0.00002716393,0.004022703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2087234,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1576287516979376,"score_gpt":0.4185371050238507,"score_spread":0.2609083533259131,"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."}}