{"id":"W2166325560","doi":"10.1177/1745691611427305","title":"Pupillometry","year":2012,"lang":"en","type":"article","venue":"Perspectives on Psychological Science","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":923,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Pupillometry; Psychology; Pupillary response; Pupil; Perception; Pupil size; Cognitive psychology; Meaning (existential); Developmental psychology; Neuroscience","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005150583,0.0001819923,0.0001586858,0.000184222,0.0005873105,0.00005409856,0.0007249422,0.0000584854,0.0004750974],"category_scores_gemma":[0.0009924523,0.0001132429,0.0000772407,0.001692024,0.002769553,0.0004756546,0.0001351342,0.0003162191,0.001297987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007644753,"about_ca_system_score_gemma":0.000004753887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000140365,"about_ca_topic_score_gemma":7.967248e-8,"domain_scores_codex":[0.9973844,0.00008589393,0.0001455244,0.001006092,0.0005366065,0.0008414478],"domain_scores_gemma":[0.9990431,0.0001595243,0.0000585468,0.0004070911,0.00003941505,0.0002923283],"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":[0.00006735636,0.00189033,0.01250837,7.474814e-7,0.000001080856,0.00001298083,0.001137685,4.680329e-7,0.9443271,0.02857778,0.001233371,0.01024271],"study_design_scores_gemma":[0.0006158472,0.001403616,0.7366983,0.00001001928,0.00000929102,0.0001805976,0.003373635,0.000003160016,0.2474662,0.003333208,0.006249598,0.0006565038],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898515,0.0001174921,0.00001934251,0.001637295,0.001299554,0.0001370391,0.000003472207,0.0001684292,0.1067659],"genre_scores_gemma":[0.9957987,0.00008198831,0.0001850616,0.003059045,0.0001853331,0.00001978374,6.02589e-8,0.0000063902,0.0006636283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7241899,"threshold_uncertainty_score":0.9999443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.243975415598052,"score_gpt":0.4822057574017867,"score_spread":0.2382303418037347,"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."}}