{"id":"W1972659678","doi":"10.3758/s13415-013-0161-y","title":"Probabilistic models of expectation violation predict psychophysiological emotional responses to live concert music","year":2013,"lang":"en","type":"article","venue":"Cognitive Affective & Behavioral Neuroscience","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":237,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Engineering and Physical Sciences Research Council; Centre for Interdisciplinary Research in Music Media and Technology","keywords":"Psychology; Cognitive psychology; Psychophysiology; Probabilistic logic; Neuroscience; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002323962,0.0004023604,0.000425689,0.0002790813,0.0002813393,0.001694198,0.0007088772,0.001160731,0.003900117],"category_scores_gemma":[0.01969891,0.0006058499,0.000750037,0.0002392567,0.0005519039,0.001561047,0.000894527,0.002147963,0.0004177279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006225274,"about_ca_system_score_gemma":0.000369439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002304227,"about_ca_topic_score_gemma":0.002434234,"domain_scores_codex":[0.9996025,0.0001269175,0.00002106528,0.0001086262,0.00005464153,0.00008619395],"domain_scores_gemma":[0.9883857,0.009199167,0.001163482,0.0005406109,0.00027805,0.0004330146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.01023468,0.001988334,0.2753723,0.0003209635,0.001158861,0.0008299749,0.001756055,0.5086556,0.08475062,0.05903981,0.002950663,0.05294216],"study_design_scores_gemma":[0.0001134717,0.000254261,0.07554864,0.00001123529,0.00007299491,0.0001606448,0.00009066413,0.8862154,0.00179479,0.03552187,0.0001609266,0.00005508757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655626,0.0000618027,0.03212359,0.0004169835,0.00003195866,0.00002335093,0.0001405987,0.0001061318,0.00153279],"genre_scores_gemma":[0.998602,0.0000199546,0.0009275476,0.00004438679,0.00001071813,0.000008229701,0.0001109345,0.00001730438,0.000258937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003900117,"threshold_uncertainty_score":0.01304716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324312531603443,"score_gpt":0.3552515910421745,"score_spread":0.2228203378818302,"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."}}