{"id":"W2810007772","doi":"10.1371/journal.pbio.2005239","title":"Descending pathways generate perception of and neural responses to weak sensory input","year":2018,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Sensory system; Neuroscience; Stimulus (psychology); Electric fish; Electroreception; Perception; Biology; Contrast (vision); Psychology; Fish <Actinopterygii>; Computer science; Artificial intelligence","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":[0.0001846058,0.000103432,0.0001633853,0.00005398994,0.0001048971,0.000004450285,0.0001153918,0.000153871,0.0007371466],"category_scores_gemma":[0.00009915441,0.00008506691,0.00002297763,0.00008143525,0.0007039309,0.00004163951,0.0001851938,0.0000752343,0.0002135035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004354722,"about_ca_system_score_gemma":0.000005324136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005807691,"about_ca_topic_score_gemma":0.000197602,"domain_scores_codex":[0.9990231,0.000197908,0.0001693232,0.0003161377,0.00003665642,0.0002569158],"domain_scores_gemma":[0.9996527,0.00006357847,0.00005486003,0.0001424343,0.00001234886,0.00007408583],"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":[0.00005314081,0.00002815302,0.3782068,0.000001450995,0.000002578488,9.934964e-7,0.0001146375,5.707935e-7,0.6190593,0.00001148884,0.0001378375,0.002383083],"study_design_scores_gemma":[0.000158402,0.0009966339,0.9667714,0.000003174191,0.00001361132,0.00002162787,0.000134154,0.0003017161,0.03056658,0.00006404413,0.0008503438,0.0001182716],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998706,0.00001132224,0.00002632564,0.0002621166,0.0001720986,0.0001418397,0.00002679952,0.00002802084,0.0006254927],"genre_scores_gemma":[0.9977404,0.00001844254,0.001332093,0.0005086377,0.0001126917,0.0000124052,0.000006217379,0.00000724956,0.0002618318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5885646,"threshold_uncertainty_score":0.8071238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06125567931310618,"score_gpt":0.2802486232697586,"score_spread":0.2189929439566524,"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."}}