{"id":"W4414151269","doi":"10.1016/j.cobeha.2025.101597","title":"Advancements in neural closed-loop manipulations in awake, behaving animals","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Behavioral Sciences","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Canada Research Chairs","keywords":"Neural activity; Artificial neural network; Biological neural network; Neural ensemble; Models of neural computation; Neural system; Neural engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001302094,0.000753872,0.0007300208,0.0002981298,0.0003734888,0.0009635537,0.001125062,0.0009430274,0.003288305],"category_scores_gemma":[0.00197284,0.000330502,0.0007503451,0.0001658516,0.001617082,0.001736275,0.0007217925,0.002983245,0.0007119577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007897497,"about_ca_system_score_gemma":0.000692639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000811209,"about_ca_topic_score_gemma":0.0009488703,"domain_scores_codex":[0.9995564,0.00008449663,0.00004331805,0.0001294182,0.0001481304,0.00003816939],"domain_scores_gemma":[0.9990792,0.0004486794,0.000136374,0.0001477774,0.0001124324,0.00007547934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004956924,0.0002863154,0.00103138,0.00242346,0.0001554351,0.0002386587,0.0002988069,0.01003748,0.7519393,0.08507738,0.002901689,0.1451143],"study_design_scores_gemma":[0.000229657,0.003889941,0.007061197,0.001459197,0.0004788814,0.0009924247,0.0003934987,0.1012757,0.5462672,0.1045177,0.2331578,0.000276881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.147619,0.06795632,0.7490061,0.007203113,0.002109608,0.0003336077,0.0008885916,0.003066475,0.0218173],"genre_scores_gemma":[0.651004,0.07288628,0.262191,0.002868929,0.0006497047,0.001091712,0.0008953459,0.0004711671,0.00794184],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003288305,"threshold_uncertainty_score":0.01100045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209997444451144,"score_gpt":0.4462756998385415,"score_spread":0.2362782553873975,"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."}}