{"id":"W4404240705","doi":"10.7554/elife.101780.1","title":"A General Framework for Characterizing Optimal Communication in Brain Networks","year":2024,"lang":"en","type":"preprint","venue":"eLife","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Computer science; Cognitive science; Neuroscience; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002382235,0.0009559272,0.0007401977,0.002263541,0.0009515714,0.001948721,0.00178638,0.001534839,0.002957068],"category_scores_gemma":[0.007549638,0.0005496759,0.0009098727,0.001017169,0.003416667,0.003260399,0.001789966,0.0013305,0.0002875085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002592291,"about_ca_system_score_gemma":0.001107911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003374187,"about_ca_topic_score_gemma":0.001858704,"domain_scores_codex":[0.9986999,0.0006202318,0.00004520016,0.0002101106,0.000249404,0.0001750204],"domain_scores_gemma":[0.9971301,0.001746229,0.0004110787,0.0002057326,0.0002725067,0.0002343239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001455579,0.00001469611,0.0003362216,0.00004324968,0.00002120453,0.00006142876,0.0000934422,0.3320801,0.001679558,0.6618139,0.0005537947,0.003287855],"study_design_scores_gemma":[0.000006018605,0.00001862047,0.0002848989,0.00001317414,0.000007352002,0.00004034561,0.00004106621,0.6028801,0.0003369292,0.3952504,0.001108069,0.00001304961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03339088,0.0003604436,0.9570693,0.0004732329,0.00002356883,0.00004476782,0.0001094401,0.00008848387,0.008439958],"genre_scores_gemma":[0.8868937,0.0007728467,0.1080578,0.000174138,0.0001203508,0.0002538974,0.0001159385,0.0001044969,0.003506812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003374187,"threshold_uncertainty_score":0.01880848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455698363890703,"score_gpt":0.3163091475696193,"score_spread":0.2717521639307122,"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."}}