{"id":"W7084084232","doi":"10.64628/aam.edjagck4u","title":"A neuroscientist explains why it’s impossible for AI to ‘understand’ language","year":2025,"lang":"en","type":"article","venue":"","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Neuroscientist; Focus (optics); Set (abstract data type)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002013218,0.0007070155,0.0002791385,0.000670294,0.001890298,0.002962168,0.0007683445,0.00587695,0.005627407],"category_scores_gemma":[0.01192687,0.0002023443,0.0004757822,0.0002880319,0.0119857,0.004798805,0.001857984,0.00816905,0.002409424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185157,"about_ca_system_score_gemma":0.00183141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004575553,"about_ca_topic_score_gemma":0.003227765,"domain_scores_codex":[0.9985874,0.0004859428,0.00008917078,0.0001886957,0.0004319734,0.000216866],"domain_scores_gemma":[0.9964695,0.002020632,0.0003215746,0.0002055857,0.0007426981,0.0002401071],"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":[0.0001268218,0.00007913844,0.003174113,0.0002910942,0.00007338548,0.003788454,0.03171055,0.0005196346,0.004319022,0.6943196,0.2176205,0.04397768],"study_design_scores_gemma":[0.00004756784,0.00007275739,0.001554407,0.0004613536,0.00004421797,0.01025349,0.01477011,0.00180418,0.005036739,0.3346351,0.6312248,0.00009516521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02099361,0.00779628,0.01476758,0.8024262,0.007661832,0.00002429703,0.0001358045,0.0004126299,0.1457817],"genre_scores_gemma":[0.6262885,0.006955078,0.01406442,0.272411,0.003064903,0.00005988734,0.0001299759,0.0004353826,0.07659077],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.00587695,"threshold_uncertainty_score":0.01882553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192207668705528,"score_gpt":0.3532721530680283,"score_spread":0.331350076380973,"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."}}