{"id":"W6893212361","doi":"10.5281/zenodo.14918390","title":"Rôle-conseil et conception pédagogique [support de présentation] Association canadienne des concepteurs pédagogiques, 3 décembre 2014","year":2014,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Data collection; Association (psychology); Context (archaeology); Research methodology","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005622495,0.0003275569,0.0002894868,0.000299609,0.00261526,0.002238073,0.001592634,0.0003225973,0.008207467],"category_scores_gemma":[0.005192624,0.0004066406,0.0001159443,0.0008170046,0.000572717,0.00173701,0.0006967379,0.0006893862,0.01231313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474857,"about_ca_system_score_gemma":0.000236123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409079,"about_ca_topic_score_gemma":0.000201122,"domain_scores_codex":[0.9934395,0.003267768,0.0006909678,0.0008447575,0.0005342084,0.001222829],"domain_scores_gemma":[0.9954581,0.0003037536,0.0005779823,0.0007277175,0.002330223,0.0006022656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003062447,0.000276785,0.0001783467,0.0001059936,0.00006187127,0.00001013257,0.03603078,0.001207616,0.001942491,0.06159166,0.5695477,0.329016],"study_design_scores_gemma":[0.0002828384,0.000569351,0.002600427,0.0001044338,0.00004047996,0.0001628085,0.002742818,0.0148456,0.001885158,0.005707616,0.9706242,0.000434242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06649527,0.0003889819,0.7954298,0.03447197,0.003813647,0.001241138,0.0002814326,0.00166815,0.09620968],"genre_scores_gemma":[0.9358693,0.000930093,0.008854269,0.002773213,0.00173805,9.862896e-7,0.001984237,0.001404083,0.04644572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8693741,"threshold_uncertainty_score":0.9998385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06295609189610374,"score_gpt":0.3117143887346142,"score_spread":0.2487582968385105,"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."}}