{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002808199,0.0005175413,0.0004105484,0.00187004,0.004298334,0.009592744,0.0006870971,0.001950719,0.004283729],"category_scores_gemma":[0.005333806,0.0003411325,0.0003585985,0.002393676,0.02258323,0.01011034,0.005126479,0.002948186,0.0004759545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003005371,"about_ca_system_score_gemma":0.002393218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01197189,"about_ca_topic_score_gemma":0.01299518,"domain_scores_codex":[0.9963322,0.002576305,0.0001006457,0.0003045559,0.0004644636,0.0002218505],"domain_scores_gemma":[0.9961202,0.002349383,0.0003438368,0.0003913365,0.000545082,0.0002501608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003609132,0.00001290799,0.003268622,0.0001690082,0.00001582931,0.0003233156,0.2424303,0.0001184086,0.0008808054,0.7250863,0.002521876,0.02513663],"study_design_scores_gemma":[0.00001375683,0.00006724443,0.01007163,0.0005451221,0.00004131013,0.001752409,0.2362035,0.000832646,0.0008349114,0.311767,0.4377933,0.00007715437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3420476,0.04573692,0.08465637,0.06017567,0.001694898,0.00007748637,0.0002475019,0.0003905325,0.464973],"genre_scores_gemma":[0.9805877,0.004133267,0.004279798,0.001130032,0.0002482861,0.00002901764,0.00004322288,0.00009112786,0.009457543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880281,"threshold_uncertainty_score":0.02380443,"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."}}