{"id":"W4406088921","doi":"10.7554/elife.105070.1.sa1","title":"Reviewer #2 (Public review): Real-Time Closed-Loop Feedback System For Mouse Mesoscale Cortical Signal And Movement Control: CLoPy","year":2025,"lang":"en","type":"peer-review","venue":"","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Fondation Leducq; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada; Heart and Stroke Foundation of Canada","keywords":"SIGNAL (programming language); Movement (music); Mesoscale meteorology; Loop (graph theory); Closed loop; Control (management); Computer science; Control theory (sociology); Neuroscience; Psychology; Communication; Physics; Artificial intelligence; Control engineering; Acoustics; Engineering; Mathematics; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04385198,0.00159726,0.00307621,0.003007632,0.00329689,0.007843251,0.005392579,0.01941076,0.0671254],"category_scores_gemma":[0.217573,0.001386731,0.003821093,0.001880376,0.002842757,0.003985625,0.003650594,0.00673741,0.03906552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004804948,"about_ca_system_score_gemma":0.01218165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003804458,"about_ca_topic_score_gemma":0.004838324,"domain_scores_codex":[0.9673226,0.009594602,0.004897334,0.003222023,0.01352706,0.00143635],"domain_scores_gemma":[0.5923439,0.03715818,0.01687287,0.01387967,0.3268493,0.01289596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001300309,0.00001411594,0.0001801509,0.001245032,0.00004465236,0.00005498576,0.00004175531,0.00003556908,0.0002062435,0.0001486014,0.9893674,0.008531467],"study_design_scores_gemma":[0.0004517792,0.000112028,0.001631045,0.002289269,0.0001892972,0.0002902981,0.0001509134,0.0003576499,0.0009591765,0.00105826,0.992424,0.00008619614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001142032,0.01207011,0.005675237,0.3641832,0.5977716,0.002381043,0.00547311,0.0026983,0.00860549],"genre_scores_gemma":[0.01652042,0.01234986,0.008695151,0.5892761,0.2760044,0.009422285,0.004150767,0.002701411,0.08087955],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0671254,"threshold_uncertainty_score":0.2319142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328980707838494,"score_gpt":0.3016801569082961,"score_spread":0.2683903498299112,"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."}}