{"id":"W2461925693","doi":"10.1101/060194","title":"Suboptimality in Perceptual Decision Making","year":2016,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; York University; Georgia Institute of Technology","keywords":"Perception; Illusion; Observer (physics); Focus (optics); Perceptual system; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01042862,0.0005489403,0.0008735637,0.00167129,0.0007995116,0.005664203,0.001229692,0.00184115,0.004498448],"category_scores_gemma":[0.04920205,0.0004229058,0.0009678676,0.001661903,0.006851619,0.004538207,0.00183229,0.002464634,0.0007233394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002361488,"about_ca_system_score_gemma":0.001676033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783199,"about_ca_topic_score_gemma":0.001253228,"domain_scores_codex":[0.9902564,0.005200123,0.0008394363,0.001546836,0.001765775,0.0003914034],"domain_scores_gemma":[0.9517773,0.03378997,0.006345417,0.003058476,0.004342958,0.0006859238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002076966,0.00007623785,0.01515368,0.001170569,0.0002596856,0.0003061951,0.002854743,0.01949836,0.002040927,0.8492095,0.006700472,0.1025219],"study_design_scores_gemma":[0.00001305401,0.00007075182,0.01012144,0.0003737043,0.00005892511,0.0001536779,0.0006529062,0.0196413,0.0009869204,0.959109,0.00876462,0.00005374175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2387475,0.05222615,0.5368298,0.03006892,0.001261378,0.0002562075,0.0006523989,0.0005568701,0.1394009],"genre_scores_gemma":[0.9327058,0.008979255,0.05306769,0.001367807,0.0003561112,0.0001135391,0.0001930244,0.00008286673,0.003133889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01042862,"threshold_uncertainty_score":0.05515248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0869828098070687,"score_gpt":0.3341760438665514,"score_spread":0.2471932340594827,"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."}}