{"id":"W4396655629","doi":"10.4000/lidil.12432","title":"Michel Berré, Jan Goes, Irène-Marie Kalinowska et Sophie Piron (coord.), Grammaires scolaires du français et traditions nationales : histoire, enjeux et perspectives au sein de la francophonie du Nord, revue Le Langage et l’Homme, no 571","year":2024,"lang":"fr","type":"article","venue":"Lidil","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006047441,0.0006329601,0.0006439753,0.0003724663,0.001552735,0.0006719269,0.0007600478,0.0007233294,0.001008841],"category_scores_gemma":[0.005561483,0.000713004,0.0005162233,0.001216364,0.002245441,0.001112825,0.0001445813,0.002120822,0.0003784604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128519,"about_ca_system_score_gemma":0.003784173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1220812,"about_ca_topic_score_gemma":0.1029355,"domain_scores_codex":[0.9894052,0.007177595,0.0006307414,0.001101983,0.000759215,0.0009253004],"domain_scores_gemma":[0.9908562,0.007702105,0.0002637489,0.0005266446,0.000271044,0.0003802758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000463002,0.0009743207,0.003488333,0.0006403258,0.0002893905,0.000691865,0.428292,0.001065393,0.001450666,0.4758353,0.07377309,0.01345296],"study_design_scores_gemma":[0.0007936517,0.0002215881,0.05799961,0.001223199,0.0001939573,0.00008572401,0.0150107,0.001275624,0.000172397,0.02856843,0.8934403,0.001014797],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2398083,0.2144753,0.01018982,0.3216361,0.00756295,0.001089265,0.001201474,0.001296864,0.2027399],"genre_scores_gemma":[0.9212795,0.005050127,0.02596982,0.004381577,0.002935111,0.0002153492,0.000329134,0.0001927608,0.03964664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8196672,"threshold_uncertainty_score":0.9999044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497926643431452,"score_gpt":0.3142551902641137,"score_spread":0.2892759238297992,"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."}}