{"id":"W2946867727","doi":"","title":"The IWB for EFL in France: A Technological Innovation Framework","year":2014,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Linguistic Association","funders":"","keywords":"Computer science; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004978746,0.0005708272,0.0007856618,0.005637114,0.004510426,0.0122918,0.002002127,0.004165598,0.01695968],"category_scores_gemma":[0.008789588,0.0003065185,0.0007904502,0.00473378,0.004690106,0.007050013,0.005111089,0.002993647,0.001667151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01861659,"about_ca_system_score_gemma":0.01253262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1286599,"about_ca_topic_score_gemma":0.09706843,"domain_scores_codex":[0.9944304,0.002177524,0.0001914359,0.0006460604,0.0009485323,0.0016061],"domain_scores_gemma":[0.9945664,0.002255479,0.0006393827,0.0004927366,0.001303509,0.0007424478],"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":[0.00002022881,0.00004453907,0.002082522,0.00003898949,0.00001384342,0.0001833646,0.001447999,0.001197577,0.000134497,0.9599904,0.003184918,0.03166122],"study_design_scores_gemma":[0.00005593033,0.000137852,0.03477124,0.0004708625,0.00005548582,0.0004552838,0.01044389,0.0153995,0.0006328282,0.7307845,0.206687,0.0001055324],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2553259,0.0079559,0.05029107,0.04811172,0.0002608622,0.0001974277,0.001205376,0.0004897308,0.636162],"genre_scores_gemma":[0.938887,0.000961773,0.0208809,0.00107884,0.0001415779,0.0001464553,0.0003791567,0.00009468427,0.03742952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1286599,"threshold_uncertainty_score":0.2558219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675895090587004,"score_gpt":0.2567343383747205,"score_spread":0.2399753874688505,"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."}}