{"id":"W2802908084","doi":"10.18162/ritpu-2017-v14n3-04","title":"Appreciation d’etudiants universitaires en sciences de l’education des pratiques de formation universitaire, recourant ou non a l’image, en ce qui a trait a la presentation/production des contenus de cours","year":2017,"lang":"fr","type":"article","venue":"Revue internationale des technologies en pédagogie universitaire","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université du Québec à Rimouski","funders":"","keywords":"Humanities; Sociology; Art","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"],"consensus_categories":["sts"],"category_scores_codex":[0.001089324,0.0004051545,0.0003247969,0.0008565565,0.003312504,0.0009454281,0.001343144,0.0004611597,0.00009295483],"category_scores_gemma":[0.002926192,0.0004777401,0.0001980721,0.0002486381,0.003160221,0.007999693,0.0002644392,0.0004918202,0.00002334841],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005029084,"about_ca_system_score_gemma":0.001688608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408451,"about_ca_topic_score_gemma":0.00486673,"domain_scores_codex":[0.997481,0.0004766456,0.0004128571,0.0005901054,0.0003534089,0.0006859121],"domain_scores_gemma":[0.9969581,0.0007108749,0.0007373514,0.0004644102,0.0009994399,0.0001298611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001774355,0.0006031391,0.03145245,0.001159807,0.0003385741,0.00009420851,0.5705632,0.0005681924,0.0005162825,0.02703229,0.007489935,0.3600045],"study_design_scores_gemma":[0.0007256982,0.0004133834,0.04287158,0.002540198,0.0003397419,0.0002775285,0.9115344,0.003820306,0.002901194,0.02226041,0.01174298,0.0005725868],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663177,0.0015904,0.004771233,0.01407121,0.001024412,0.0006497616,0.0001755945,0.0004234993,0.01097615],"genre_scores_gemma":[0.9494185,0.009201939,0.01001581,0.00002475951,0.0005839716,0.00003626139,0.0001255999,0.00003722955,0.03055586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3594319,"threshold_uncertainty_score":0.9997674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04562828814902573,"score_gpt":0.3200893163020068,"score_spread":0.2744610281529811,"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."}}