{"id":"W4390527922","doi":"","title":"The Impact of Language Frameworks on Assessment, Learning, and Teaching in Canada and Europe.","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Natural language processing; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0154156,0.0003480853,0.0007590862,0.004484947,0.01026844,0.01245478,0.00277074,0.002014228,0.006372256],"category_scores_gemma":[0.06358088,0.0002864747,0.0005837075,0.007288205,0.008362478,0.003952587,0.007159246,0.003265459,0.0003611486],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1922127,"about_ca_system_score_gemma":0.3007444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928334,"about_ca_topic_score_gemma":0.9953305,"domain_scores_codex":[0.976126,0.005469959,0.0005834288,0.001400911,0.008463865,0.007955746],"domain_scores_gemma":[0.9345487,0.01391527,0.002453521,0.001124944,0.03098845,0.01696907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001475791,0.0007411269,0.2358142,0.0004331768,0.000189424,0.0006963332,0.05346582,0.007595931,0.001000817,0.3942261,0.04595545,0.2584059],"study_design_scores_gemma":[0.0001833001,0.0002717785,0.7223164,0.001386364,0.0001922404,0.0001786175,0.08847,0.005786631,0.001718229,0.03122363,0.1479642,0.0003085938],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8030622,0.009717658,0.001490356,0.05500233,0.0003388356,0.0001153332,0.001449082,0.000102193,0.128722],"genre_scores_gemma":[0.9919681,0.0009266111,0.0003697749,0.0007863676,0.00001729232,0.00001945014,0.000188315,0.00002645592,0.005697596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8077874,"threshold_uncertainty_score":0.9369188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659862489598559,"score_gpt":0.3235727666334461,"score_spread":0.3069741417374605,"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."}}