{"id":"W3150130319","doi":"10.1016/j.neuroimage.2021.118016","title":"Symbolic categorization of novel multisensory stimuli in the human brain","year":2021,"lang":"en","type":"article","venue":"NeuroImage","topic":"Multisensory perception and integration","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Categorization; Psychology; Sensory system; Stimulus (psychology); Cognitive psychology; Communication; Computer science; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001611036,0.00009767053,0.0001292478,0.0000900745,0.00005474671,0.00002237141,0.0001264926,0.00007114784,0.001980615],"category_scores_gemma":[0.0001524072,0.00008150234,0.00005583645,0.0002535444,0.00006339399,0.00006955273,0.00001521158,0.0002042085,0.0001241041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001389571,"about_ca_system_score_gemma":0.00001524259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001719337,"about_ca_topic_score_gemma":0.0001589522,"domain_scores_codex":[0.9988487,0.000328806,0.0002797537,0.0002503325,0.0001502869,0.0001420965],"domain_scores_gemma":[0.9993097,0.0001317648,0.00007709491,0.0003747539,0.00008312202,0.00002352548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001108686,0.000594456,0.003797264,0.00001164474,0.000005278365,0.0000419816,0.006536389,0.0000880252,0.9688276,0.01227554,0.005949769,0.001860945],"study_design_scores_gemma":[0.001496409,0.00006822783,0.9858385,0.00001109421,0.000009725816,0.00004648687,0.002273557,0.001744544,0.002769345,0.00005593601,0.005563163,0.0001230286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636548,0.00001957547,0.001548956,0.001129711,0.0003022795,0.0001920581,0.0000191727,0.00003033761,0.0331031],"genre_scores_gemma":[0.9932865,0.000004048232,0.000145905,0.001864857,0.00007693412,0.00001459897,0.00006959977,0.00001583911,0.004521731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9820412,"threshold_uncertainty_score":0.9989317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245947524520641,"score_gpt":0.3966971578676217,"score_spread":0.2721024054155575,"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."}}