{"id":"W7135239616","doi":"10.5281/zenodo.18994718","title":"The Echoflame Method","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Native Mental Health Association of Canada","funders":"","keywords":"Recursion (computer science); Coherence (philosophical gambling strategy); Fixed point; Real analysis; Calculus (dental); Framing (construction); Completeness (order theory); Boundary (topology)","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001100356,0.0000917142,0.00008573557,0.0001017441,0.004493255,0.001976226,0.002881967,0.00003579051,0.0001805107],"category_scores_gemma":[0.0003045629,0.00006785642,0.00005132724,0.0009118686,0.00007353006,0.0002001711,0.003150736,0.0002616735,0.0008901969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005511769,"about_ca_system_score_gemma":0.000003868106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005207024,"about_ca_topic_score_gemma":1.505056e-7,"domain_scores_codex":[0.9984666,0.0004329121,0.000184314,0.0003430548,0.000230439,0.0003427358],"domain_scores_gemma":[0.9987926,0.000123486,0.00006020163,0.0006616818,0.0002850965,0.00007693634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007105546,0.00002242527,9.592388e-7,0.00001068459,0.00002098647,0.000006278428,0.0001506667,0.0005696633,0.0005754132,0.1382445,0.186022,0.6743693],"study_design_scores_gemma":[0.0001375173,0.0000396288,0.0001198598,0.00001831073,0.00000248494,0.00002688287,0.00003290896,0.05774829,0.0003184531,0.003796618,0.9376839,0.00007519198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005914266,0.0002387218,0.8643335,0.00860812,0.0003530065,0.0002374174,0.000003064943,0.0009451381,0.1246897],"genre_scores_gemma":[0.8845152,0.0008080129,0.0741201,0.004510545,0.001082264,1.915266e-7,0.0002037976,0.002239211,0.03252069],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8839238,"threshold_uncertainty_score":0.9998877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02196261412621689,"score_gpt":0.2685402240744921,"score_spread":0.2465776099482752,"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."}}