{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0126046,0.0003923707,0.0004599961,0.0002006405,0.00102523,0.0007984049,0.002558159,0.0006294469,0.00004594549],"category_scores_gemma":[0.02227378,0.0003320844,0.0001882394,0.001439211,0.0006674004,0.0001132692,0.002042895,0.001031179,0.00003989726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723718,"about_ca_system_score_gemma":0.000198296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006318233,"about_ca_topic_score_gemma":0.0004047758,"domain_scores_codex":[0.9937803,0.003103693,0.0009576756,0.001044162,0.000473006,0.0006411439],"domain_scores_gemma":[0.9835571,0.009017261,0.0007757446,0.002686456,0.003883848,0.00007958064],"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":[0.0000061068,0.000148778,0.0004506791,0.00007312384,0.00002831078,0.000002976653,0.004344062,0.00005835098,0.00008766524,0.8063019,0.0005929708,0.1879051],"study_design_scores_gemma":[0.0009498762,0.000002697499,0.0104977,0.004515171,0.00004033902,0.00001390917,0.0004210606,0.1497662,0.0045317,0.4831376,0.3453281,0.0007956325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01092704,0.004179792,0.9177308,0.05600299,0.001030867,0.0009064091,0.00002314791,0.0001935095,0.009005461],"genre_scores_gemma":[0.6346918,0.001152145,0.3536548,0.0009124468,0.0002266266,0.0006491836,0.0001437357,0.00004418902,0.008525061],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6237648,"threshold_uncertainty_score":0.9999131,"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."}}