{"id":"W3170560958","doi":"10.1523/jneurosci.2816-20.2021","title":"Neural Representations in the Prefrontal Cortex Are Task Dependent for Scene Attributes But Not for Scene Categories","year":2021,"lang":"en","type":"article","venue":"Journal of Neuroscience","topic":"Olfactory and Sensory Function Studies","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Task (project management); Prefrontal cortex; Perception; Cognitive psychology; Scene statistics; Psychology; Visual cortex; Computer science; Cognition; Neuroscience; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0004442415,0.0001530835,0.0002708306,0.0001104028,0.0006773159,0.0002099575,0.0004684977,0.00003595876,0.000003879578],"category_scores_gemma":[0.00530031,0.0001069317,0.0001807688,0.0004432048,0.0002650729,0.0005989182,0.00007756834,0.0002490478,0.000001354969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004273236,"about_ca_system_score_gemma":0.0001364041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003355962,"about_ca_topic_score_gemma":0.00003777105,"domain_scores_codex":[0.9979309,0.0002220956,0.0005249297,0.0004035087,0.0005730554,0.0003455145],"domain_scores_gemma":[0.9976987,0.001196379,0.0004629116,0.0002376794,0.0003232537,0.00008106946],"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":[0.0001871137,0.0001512973,0.003527964,0.00001609862,0.000002210712,0.0001411971,0.0004594589,0.0006095557,0.9936731,0.0002163886,0.0007952406,0.0002203059],"study_design_scores_gemma":[0.001712254,0.0007295964,0.5100524,0.00002638302,0.00005286069,0.001458756,0.004038048,0.004013537,0.4708075,0.0005826532,0.006263171,0.0002628055],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877412,0.0001232703,0.003556344,0.005562572,0.002383239,0.0004017357,0.0001752454,0.00001373307,0.00004269618],"genre_scores_gemma":[0.9960871,0.00008386754,0.0001745213,0.002761052,0.0002047394,0.00002872467,0.000001142698,0.00001027375,0.0006485443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5228657,"threshold_uncertainty_score":0.634535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2152179709613393,"score_gpt":0.3327383555400642,"score_spread":0.1175203845787249,"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."}}