{"id":"W7127569402","doi":"10.5327/rpda25114","title":"Measuring verb argument structure in nonfluent primary progressive aphasia: a one-year case study","year":2025,"lang":"","type":"article","venue":"","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal do Rio Grande do Sul","keywords":"Verb; Argument (complex analysis); Sentence; Transitive relation; Causative; Reflexive verb; Language production; Resultative","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009642853,0.0007461318,0.0006361633,0.001636073,0.001728417,0.0007731352,0.000744301,0.001732676,0.0008081394],"category_scores_gemma":[0.004312161,0.000428763,0.0008101688,0.0006887712,0.0008501731,0.0006186916,0.0008747106,0.00133699,0.0005393639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629891,"about_ca_system_score_gemma":0.0008941951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01153941,"about_ca_topic_score_gemma":0.01801629,"domain_scores_codex":[0.9990929,0.000123881,0.0001170027,0.0001921245,0.0003114212,0.0001626244],"domain_scores_gemma":[0.9983124,0.0004143516,0.0003316409,0.0001364739,0.0004759117,0.0003292057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0003442653,0.002460831,0.3778621,0.0001660829,0.00008076482,0.5316297,0.02670313,0.0003411431,0.01108285,0.0004738702,0.00150049,0.04735468],"study_design_scores_gemma":[0.00003788123,0.002104585,0.3813337,0.0001019199,0.0001214698,0.5968866,0.004759911,0.001225154,0.006578218,0.0005157783,0.006207094,0.0001275295],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975114,0.0004558908,0.0005406279,0.0002007245,0.00002082523,0.00005261931,0.0001157226,0.00001630829,0.001085865],"genre_scores_gemma":[0.9961557,0.0005752374,0.001068762,0.0001611412,0.00002797369,0.00003813194,0.000248486,0.00001756599,0.001706872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01153941,"threshold_uncertainty_score":0.02294445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769538847494548,"score_gpt":0.3046441510169247,"score_spread":0.2669487625419792,"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."}}