{"id":"W6979093690","doi":"","title":"Divergences between Language Models and Human Brains.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Deafness and Other Communication Disorders; Natural Sciences and Engineering Research Council of Canada; National Institutes of Health; James S. McDonnell Foundation","keywords":"Magnetoencephalography; Human language; Process (computing); Narrative; Language model; Human brain; Natural language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001527433,0.0002588012,0.0002254729,0.0006262118,0.0003094899,0.001586688,0.0004589166,0.0005907901,0.006692851],"category_scores_gemma":[0.009171556,0.0001545083,0.0002743307,0.0003107213,0.001187103,0.002329116,0.0009899253,0.0008780111,0.001038712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005791691,"about_ca_system_score_gemma":0.0005119589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001052062,"about_ca_topic_score_gemma":0.001259682,"domain_scores_codex":[0.9989881,0.0005633545,0.00004680934,0.0001716086,0.000181768,0.00004836008],"domain_scores_gemma":[0.9979481,0.001285085,0.0001506703,0.0003189029,0.0001999408,0.00009720695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000506544,0.0001391156,0.02818212,0.0006929521,0.0003794313,0.0009462129,0.01070246,0.04075604,0.06376342,0.6556321,0.007143619,0.191156],"study_design_scores_gemma":[0.00005906485,0.0001694053,0.02732819,0.000122549,0.00007542379,0.001603721,0.002630412,0.1616608,0.009769946,0.7773368,0.01916818,0.00007548603],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.528984,0.002249687,0.3458978,0.004773439,0.0002799288,0.00005504151,0.0008344751,0.001231049,0.1156946],"genre_scores_gemma":[0.98514,0.0002398125,0.01266188,0.000225482,0.00001460401,0.00003579766,0.0002401982,0.00008965848,0.001352607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006692851,"threshold_uncertainty_score":0.02238983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07342460123624496,"score_gpt":0.2989728724586181,"score_spread":0.2255482712223732,"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."}}