{"id":"W284452542","doi":"10.4000/ml.442","title":"Sciences du langage","year":2010,"lang":"fr","type":"article","venue":"Modèles linguistiques","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society; Institut d'Histoire de l'Amérique Française","funders":"","keywords":"Humanities; Philosophy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006311871,0.0003088907,0.0003379087,0.0001178406,0.002002017,0.0004465823,0.0003701721,0.0001533043,0.003028681],"category_scores_gemma":[0.002844577,0.0002747536,0.0001630122,0.00007222503,0.00243218,0.00005872649,0.0001368443,0.000644861,0.0003164943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004702919,"about_ca_system_score_gemma":0.00009468647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008659055,"about_ca_topic_score_gemma":0.007005052,"domain_scores_codex":[0.9983227,0.00008142551,0.0003621088,0.0004193998,0.0002918815,0.0005224801],"domain_scores_gemma":[0.9987071,0.0003126207,0.0001323943,0.0002541214,0.0004405784,0.0001531947],"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":[0.000006016022,0.0001563827,0.0003365075,0.00008855719,0.00003686954,0.0001277729,0.01633765,0.000002757362,0.00007136559,0.9585578,0.02167244,0.002605815],"study_design_scores_gemma":[0.0001193374,0.0001424078,0.0001841489,0.0000782441,0.00006405866,0.000008640671,0.00119361,0.0004720833,0.0001134976,0.01305345,0.9841914,0.0003791465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01989652,0.02434989,0.00009179991,0.002305446,0.01846835,0.0001482758,0.0002441994,0.0002256788,0.9342698],"genre_scores_gemma":[0.8423692,0.0008148325,0.00488951,0.0005641152,0.03276173,0.00001791459,0.00001683576,0.00005249898,0.1185134],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9625189,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0278662002257064,"score_gpt":0.2693225794888582,"score_spread":0.2414563792631518,"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."}}