{"id":"W7106033665","doi":"10.63489/acad.2025.35749","title":"Note de la direction","year":2025,"lang":"fr","type":"article","venue":"Acadiensis","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004310806,0.00007261536,0.0001026152,0.00004902403,0.0008389353,0.00003931309,0.0000651402,0.0001994268,0.0001221766],"category_scores_gemma":[0.0002256773,0.00007213703,0.0000935077,0.0006635111,0.000683,0.0001010949,0.00004604227,0.0001588484,0.00006506903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874374,"about_ca_system_score_gemma":0.0001454531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006549703,"about_ca_topic_score_gemma":0.00231639,"domain_scores_codex":[0.9991392,0.0002494011,0.0001053058,0.0001429477,0.00009399422,0.0002690954],"domain_scores_gemma":[0.9994393,0.0003287641,0.00003085335,0.00008445535,0.00006066727,0.00005598618],"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":[0.000005351777,0.00005244805,0.002328846,0.00002555916,0.00008088774,0.00001034314,0.01599006,0.0000792655,0.00007085597,0.6304699,0.1020021,0.2488844],"study_design_scores_gemma":[0.0000855177,0.00000911195,0.02269021,0.00004770911,0.00009206407,0.000002040452,0.0009585963,0.0002462972,0.00006875853,0.008835655,0.9668902,0.00007388191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04770064,0.01228055,0.0005736749,0.07959022,0.003797357,0.0001068086,0.000008610033,0.00006627355,0.8558758],"genre_scores_gemma":[0.7905468,0.003152272,0.0004922808,0.0007605631,0.0004971934,0.000006523522,7.766805e-7,0.000004699268,0.2045389],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8648881,"threshold_uncertainty_score":0.9901236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008696861017197664,"score_gpt":0.3238958099148114,"score_spread":0.3151989488976137,"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."}}