{"id":"W4406237555","doi":"10.1162/jocn_a_02296","title":"Main Sequence of Human Luminance-evoked Pupil Dynamics","year":2025,"lang":"en","type":"article","venue":"Journal of Cognitive Neuroscience","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Canada First Research Excellence Fund; Canada Foundation for Innovation","keywords":"Luminance; Pupil; Psychology; Pupillary response; Pupillometry; Pupil diameter; Perception; Pupil size; Pupil function; Homogeneity (statistics); Communication; Cognitive psychology; Audiology; Developmental psychology; Optics; Mathematics; Statistics; Physics; Neuroscience","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":[0.0006971237,0.0002323067,0.0002336697,0.0003786823,0.0001695442,0.0003417596,0.0001707627,0.0002684869,0.003562001],"category_scores_gemma":[0.005713975,0.0002029744,0.0002383716,0.0001950014,0.0002796809,0.0004241994,0.0005132924,0.0003457115,0.0006679021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171003,"about_ca_system_score_gemma":0.0002407723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006648758,"about_ca_topic_score_gemma":0.0006918078,"domain_scores_codex":[0.9995907,0.00009742956,0.00002609548,0.0001249818,0.000133724,0.00002709973],"domain_scores_gemma":[0.9984391,0.000710488,0.0002059404,0.0001617893,0.0004089795,0.0000737649],"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":[0.001928613,0.0002087382,0.1055894,0.0007108311,0.0001441773,0.0007960476,0.002024514,0.009385205,0.6746135,0.006147424,0.002734785,0.1957168],"study_design_scores_gemma":[0.00006914428,0.000963005,0.8645814,0.00008951552,0.00005706984,0.002734117,0.0002248095,0.05247629,0.06733295,0.006455314,0.00493637,0.0000800205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871993,0.0006923969,0.1017077,0.0002013513,0.00004933319,0.0004299888,0.0008285347,0.0006086415,0.008282815],"genre_scores_gemma":[0.9844803,0.0001333484,0.01337131,0.00004815869,0.00001187023,0.0001067621,0.0003898114,0.00007393441,0.001384576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003562001,"threshold_uncertainty_score":0.0119161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07871599940700116,"score_gpt":0.3841659055576772,"score_spread":0.305449906150676,"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."}}