{"id":"W4388590917","doi":"10.1093/cercor/bhad401","title":"Bistable perception, precision and neuromodulation","year":2023,"lang":"en","type":"article","venue":"Cerebral Cortex","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada; Wellcome Trust","keywords":"Bistability; Perception; Stimulus (psychology); Visual perception; Computer science; Cognitive psychology; Psychology; Neuroscience; Inference; Cognition; Artificial intelligence; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087169,0.00008423148,0.00007608123,0.00009933468,0.0001967449,0.00007949315,0.00006928632,0.00003914614,0.0001244731],"category_scores_gemma":[0.0001709758,0.00007445549,0.00002668492,0.0004196813,0.00004035373,0.0002426927,0.00006992027,0.00008216345,0.0003026976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001526511,"about_ca_system_score_gemma":0.000007564202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009118528,"about_ca_topic_score_gemma":0.000004777533,"domain_scores_codex":[0.9991381,0.00004861217,0.0001229613,0.0003457876,0.000170299,0.0001742388],"domain_scores_gemma":[0.9996566,0.00008104237,0.00003895345,0.0001446303,0.0000198742,0.00005890927],"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":[0.00002138013,0.00001356064,0.003530766,0.00001040393,6.350838e-7,0.000008323292,0.00006675878,0.00007911754,0.9644383,0.001467376,0.003091119,0.0272723],"study_design_scores_gemma":[0.0003205501,0.0001500179,0.8260401,0.00001082422,0.000005584347,0.00003404481,0.00003249941,0.1572585,0.004093211,0.006199072,0.005680674,0.0001748944],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967752,0.000002484211,0.0001815893,0.000582778,0.0004951805,0.0001475635,0.000007909106,0.0002323535,0.001574907],"genre_scores_gemma":[0.9952672,0.00004100096,0.00002641307,0.000492833,0.00006904314,0.000006135523,0.00001664123,0.00001441317,0.004066376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.960345,"threshold_uncertainty_score":0.3890666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.032139634419059,"score_gpt":0.2601339232470544,"score_spread":0.2279942888279954,"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."}}