{"id":"W1514134345","doi":"","title":"A Web Based Application Using Videos of Practice to Support Teacher Education in Quebec","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Web application; World Wide Web; Computer science; Multimedia; Medical education; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008218078,0.0001318343,0.0002027216,0.0009003829,0.0001196281,0.0000293916,0.0002597992,0.000165517,0.0006035554],"category_scores_gemma":[0.002721328,0.0001425343,0.00002289057,0.001217291,0.0003276642,0.0002502068,0.00002720938,0.0002658725,0.00003737837],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003131412,"about_ca_system_score_gemma":0.00956207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004202951,"about_ca_topic_score_gemma":0.05750413,"domain_scores_codex":[0.9985259,0.0001773366,0.0003470849,0.0003466081,0.0003396585,0.0002633656],"domain_scores_gemma":[0.9979818,0.0009315546,0.0002008644,0.0002289854,0.0004845701,0.0001721568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002255523,0.001219302,0.01591454,0.00001278337,0.000006035472,1.994707e-7,0.003167095,0.00001026159,0.001982841,0.8177623,0.002267099,0.157635],"study_design_scores_gemma":[0.001179127,0.0002332021,0.05756497,0.0003931999,0.0000927642,0.000008198545,0.007629283,0.0008617461,0.00346871,0.5319039,0.3957619,0.0009030114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09561647,0.0001931132,0.0004503145,0.8753558,0.0009529012,0.0007314786,0.000009138381,0.00005463281,0.02663616],"genre_scores_gemma":[0.9560081,0.00005930455,0.03726938,0.001249469,0.000776012,0.0003450323,0.00003144426,0.00001150997,0.004249736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8741063,"threshold_uncertainty_score":0.9960528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04735920642690295,"score_gpt":0.4060775211139375,"score_spread":0.3587183146870346,"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."}}