{"id":"W4292658960","doi":"","title":"Les enseignants et la langue au Québec","year":2009,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02492934,0.0005669077,0.0006617932,0.0002088668,0.00124889,0.0005225861,0.002175091,0.000843642,0.001163137],"category_scores_gemma":[0.008642574,0.0006236883,0.0004150414,0.0007475733,0.001301505,0.0002358502,0.0009417917,0.001750374,0.000279821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008352427,"about_ca_system_score_gemma":0.002542211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6711715,"about_ca_topic_score_gemma":0.6276423,"domain_scores_codex":[0.9411038,0.05543472,0.0007065399,0.001087179,0.0008598388,0.0008078828],"domain_scores_gemma":[0.9880467,0.007014407,0.0008484726,0.002082884,0.001579468,0.0004280836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005440458,0.0004179479,0.003403531,0.00007389652,0.00006352171,0.00002438288,0.1346117,0.00008152714,0.0006779694,0.3435132,0.0006458545,0.516481],"study_design_scores_gemma":[0.0007639944,0.000001581522,0.06138371,0.004639176,0.0001683196,0.00003181358,0.003748511,0.002112016,0.005801821,0.008895339,0.9110869,0.001366852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1430238,0.005388917,0.07795292,0.04141371,0.0005217206,0.000496942,0.00004594928,0.0004447276,0.7307113],"genre_scores_gemma":[0.6119255,0.00101987,0.1503492,0.000416638,0.0001545731,0.00005602581,0.0002339157,0.00008910523,0.2357551],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.910441,"threshold_uncertainty_score":0.99975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452089850764153,"score_gpt":0.3081905884135546,"score_spread":0.273669689905913,"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."}}