{"id":"W7090758501","doi":"10.5281/zenodo.17348132","title":"Conceptual Basis: The Brain as a Receiver–Transmitter System (Theoretical Framework Record)","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Field (mathematics); Process (computing); Component (thermodynamics); Perspective (graphical); Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004014104,0.0001244315,0.0001301306,0.000113477,0.001045572,0.0003800803,0.0007174243,0.00009074371,0.007314183],"category_scores_gemma":[0.0001798026,0.0001072719,0.00005507669,0.0005200342,0.0002797663,0.00007876097,0.0002025606,0.0002305537,0.005687611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008020127,"about_ca_system_score_gemma":0.000002804737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005718516,"about_ca_topic_score_gemma":1.06857e-7,"domain_scores_codex":[0.9988822,0.0002315038,0.0002291802,0.0002343493,0.000159299,0.0002635051],"domain_scores_gemma":[0.999198,0.00009349438,0.00002623536,0.0004545563,0.0001511784,0.00007649692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002877155,0.00002589858,0.000002438468,0.00007091169,0.00007397727,0.000003291322,0.0009152645,0.00005678651,0.00691554,0.7938469,0.1793403,0.01871996],"study_design_scores_gemma":[0.000221901,0.00004790162,0.0001864448,0.00008757951,0.00002568254,0.00002197124,0.0009004644,0.0005747015,0.002631652,0.0039341,0.9912304,0.000137203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2690112,0.0004729032,0.1331004,0.01112898,0.0008700945,0.001955359,0.0003343555,0.006353342,0.5767733],"genre_scores_gemma":[0.9982319,0.00006445452,0.0002981448,0.0004410867,0.0001009423,4.347108e-7,0.0001384387,0.0004952812,0.0002292509],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8118901,"threshold_uncertainty_score":0.9950866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0105319407918042,"score_gpt":0.2169387156150789,"score_spread":0.2064067748232747,"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."}}