{"id":"W4280565926","doi":"10.3389/fnbeh.2022.797119","title":"Surprising Threats Accelerate Conscious Perception","year":2022,"lang":"en","type":"article","venue":"Frontiers in Behavioral Neuroscience","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Advanced Research","funders":"Centre of Excellence for Integrative Brain Function, Australian Research Council; Australian Research Council; Medical Research Council; National Health and Medical Research Council; Wellcome Trust","keywords":"Psychology; Perception; Electroencephalography; Cognitive psychology; Trait anxiety; Anxiety; Trait; Sensory system; Neuroscience; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002938006,0.0002721001,0.0003090833,0.000364069,0.00125669,0.0001079982,0.0008903354,0.00004896171,0.00009825327],"category_scores_gemma":[0.00004673334,0.0002683574,0.00009555314,0.001446217,0.0007748667,0.0005126515,0.0005435259,0.0006943555,0.00001491955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041591,"about_ca_system_score_gemma":0.00004335499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005860486,"about_ca_topic_score_gemma":0.00001078287,"domain_scores_codex":[0.9966834,0.0003736104,0.0003705356,0.00118485,0.0006585092,0.0007291547],"domain_scores_gemma":[0.9993125,0.00002927132,0.0001385268,0.0003800696,0.0000208883,0.0001187867],"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":[0.00006441856,0.0004713521,0.1669253,0.000002011501,1.674981e-7,0.0004952798,0.0004020448,0.0001181666,0.8133835,0.00001925574,0.003932697,0.01418584],"study_design_scores_gemma":[0.005209749,0.004540187,0.7159545,0.00004606129,0.000116742,0.002105618,0.006476064,0.002129314,0.221876,0.005196215,0.0326318,0.003717725],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916605,0.00006561068,0.0001218737,0.0006802251,0.006383621,0.0004190369,0.00006249755,0.0001703565,0.0004362532],"genre_scores_gemma":[0.9955202,0.00008237661,0.0003084651,0.002662478,0.00003203317,0.0001241925,0.000002689777,0.00002514698,0.001242364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5915075,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1998289846275214,"score_gpt":0.3925258614062628,"score_spread":0.1926968767787414,"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."}}