{"id":"W4410559982","doi":"10.7202/1117935ar","title":"Langues, savoirs et conceptualisations : une diversité insoupçonnée","year":2025,"lang":"fr","type":"article","venue":"Minorités linguistiques et société","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007393486,0.000502034,0.0005714144,0.0002945553,0.0004987064,0.0001841492,0.0004627498,0.0007618318,0.007215124],"category_scores_gemma":[0.0008556093,0.000607215,0.0003320618,0.0008077818,0.0006680199,0.0001694001,0.0001812416,0.0007696729,0.0005799657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003959682,"about_ca_system_score_gemma":0.0004076892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05337784,"about_ca_topic_score_gemma":0.01826213,"domain_scores_codex":[0.9965487,0.001009453,0.0007066145,0.0007905007,0.0003041034,0.0006406077],"domain_scores_gemma":[0.9975857,0.0006762087,0.0002500869,0.000719459,0.0005822803,0.0001862853],"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":[0.00005681046,0.0005725895,0.01112932,0.000193371,0.0003330497,0.0000743288,0.3303245,0.00002438132,0.0001263682,0.5714324,0.07244991,0.01328303],"study_design_scores_gemma":[0.002108396,0.0001299512,0.0410776,0.0002366916,0.0004623402,0.00001594306,0.1145871,0.00005286124,0.0001063127,0.01492111,0.8255914,0.0007103176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1920178,0.04138675,0.005311032,0.0174683,0.01631073,0.0009325266,0.001052781,0.0007412597,0.7247788],"genre_scores_gemma":[0.6287522,0.001066374,0.0009532993,0.007632454,0.002050222,0.00005576981,0.001380545,0.00006336803,0.3580458],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7531415,"threshold_uncertainty_score":0.999652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360610154490987,"score_gpt":0.4018344128337968,"score_spread":0.3657733973846981,"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."}}