{"id":"W4409693381","doi":"10.22541/au.174529283.31063398/v1","title":"Evoked category representations","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"National Science Foundation","keywords":"Psychology; Mathematics; Computer science; Natural language processing","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":[0.0006137,0.0003149132,0.0003582003,0.0003588969,0.0002162286,0.0006157705,0.000670249,0.0009271619,0.007068636],"category_scores_gemma":[0.007120074,0.0001592875,0.0002118789,0.000332275,0.0003251561,0.00115817,0.001664693,0.0008427592,0.0007225564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003078599,"about_ca_system_score_gemma":0.000167474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002785983,"about_ca_topic_score_gemma":0.0002640338,"domain_scores_codex":[0.9992381,0.00007618145,0.00004528805,0.0002051668,0.0003334241,0.0001018773],"domain_scores_gemma":[0.9979563,0.001048182,0.0001735168,0.0003413398,0.0003450115,0.0001356426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009155551,0.0001762485,0.004870377,0.0003291481,0.00002938977,0.0002421243,0.0005885116,0.0003647182,0.9334869,0.00524302,0.0005270437,0.05322711],"study_design_scores_gemma":[0.0003031839,0.00216155,0.4633639,0.0001310583,0.0001420055,0.00453952,0.001029732,0.02280081,0.4441558,0.04951354,0.0117193,0.0001396305],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9421645,0.0002975987,0.02754534,0.000213809,0.0002574929,0.0002556551,0.0006489685,0.0003941008,0.02822253],"genre_scores_gemma":[0.9892441,0.00007507262,0.006692545,0.0002281511,0.00003440063,0.0001513584,0.0004122003,0.0001227202,0.003039443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007068636,"threshold_uncertainty_score":0.02364695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06597830223643145,"score_gpt":0.3284522622478767,"score_spread":0.2624739600114453,"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."}}