{"id":"W2995145243","doi":"","title":"Curriculum et besoins langagiers en zone d’éducation linguistique plurielle","year":2011,"lang":"fr","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001721762,0.0003715006,0.0003674227,0.004771336,0.0005245278,0.00006983197,0.0008201012,0.0005198108,0.001154462],"category_scores_gemma":[0.001493567,0.0004504993,0.0002357202,0.009274724,0.0005683718,0.000637566,0.0002605227,0.0009637893,0.0002834892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132597,"about_ca_system_score_gemma":0.002175685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8106396,"about_ca_topic_score_gemma":0.2667474,"domain_scores_codex":[0.9942803,0.003585208,0.0002626119,0.0006788587,0.0004136867,0.0007793272],"domain_scores_gemma":[0.9982516,0.0003761529,0.0003026394,0.000500518,0.0003085123,0.0002605341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000425561,0.001095718,0.005897302,0.0001500111,0.0002271878,0.00070927,0.7579542,0.00003411799,0.00001091302,0.1602914,0.002792727,0.07079452],"study_design_scores_gemma":[0.0005066785,0.0001871917,0.0003296171,0.0001490836,0.0001947027,0.000009111513,0.03994633,0.0002429791,0.0001795657,0.00001359353,0.9577345,0.0005066259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05774986,0.00008117111,0.006254091,0.001595985,0.002921048,0.0006354618,0.00002837083,0.0003553108,0.9303787],"genre_scores_gemma":[0.5753073,0.2539145,0.1386101,0.0009765443,0.00266199,0.00001617396,0.0001278242,0.0002123026,0.02817334],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9549418,"threshold_uncertainty_score":0.9997947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03634618012331712,"score_gpt":0.3018012961235076,"score_spread":0.2654551160001904,"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."}}