{"id":"W4205376988","doi":"10.1002/wcs.1323","title":"Pupillometry","year":2014,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Cognitive Science","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":371,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Canada Research Chairs","keywords":"Pupillometry; Cognition; Psychology; Perception; Cognitive science; Pupil; Cognitive psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001209968,0.000294026,0.0004428613,0.0002860281,0.001067907,0.00009987062,0.0009121179,0.00004403572,0.0002208226],"category_scores_gemma":[0.001747572,0.0002023395,0.0001718809,0.001811862,0.003071098,0.0007130131,0.00146795,0.0003116585,0.002570222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004122894,"about_ca_system_score_gemma":0.0000240046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.415239e-7,"about_ca_topic_score_gemma":0.000001801013,"domain_scores_codex":[0.9970031,0.0002913104,0.000455277,0.001173236,0.0004435861,0.0006334959],"domain_scores_gemma":[0.998772,0.0003016316,0.0002067915,0.000385223,0.0001187689,0.000215648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004389156,0.0002299321,0.00239574,0.00003524051,0.000001985115,0.00002529328,0.0005222576,1.679648e-7,0.6055584,0.0005614656,0.002982038,0.3876436],"study_design_scores_gemma":[0.001718952,0.002919609,0.02999813,0.00279063,0.0001559667,0.0007162445,0.001029605,0.0002883407,0.8700513,0.01549934,0.07262044,0.002211488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028884,0.001177309,0.0009723195,0.001756073,0.001951589,0.0009138804,0.0000214008,0.0001955647,0.09012344],"genre_scores_gemma":[0.9948864,0.0006975065,0.0001120081,0.003021029,0.0001561056,0.00009625759,0.00000122083,0.00001391689,0.001015532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854321,"threshold_uncertainty_score":0.999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1682584046461395,"score_gpt":0.4430096436421139,"score_spread":0.2747512389959744,"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."}}