{"id":"W7106233177","doi":"10.5281/zenodo.17678751","title":"THE FRACTAL CODEX","year":2025,"lang":"en","type":"book","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Fractal; Identity (music); Transition (genetics); Experiential learning; Figure–ground","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":["insufficient_payload"],"category_scores_codex":[0.0007840699,0.0002148379,0.0001793818,0.0002290382,0.004411993,0.002764188,0.004159181,0.0001310157,0.001880068],"category_scores_gemma":[0.0004830064,0.0001936442,0.00009971231,0.0003970102,0.0002098057,0.0002846064,0.003161323,0.0005625712,0.008270922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004159053,"about_ca_system_score_gemma":0.00005751964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001037771,"about_ca_topic_score_gemma":8.606607e-7,"domain_scores_codex":[0.9979171,0.0002523285,0.0003035663,0.0005867699,0.000531068,0.0004092265],"domain_scores_gemma":[0.997579,0.0001148182,0.0001815197,0.001249183,0.0007289713,0.0001465035],"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":[0.000006246723,0.00002980695,6.804473e-8,0.00003615919,0.00002676313,0.000003185228,0.000611184,0.000004514882,0.000008229055,0.1078525,0.7531158,0.1383056],"study_design_scores_gemma":[0.0001318728,0.00006851689,0.00004373816,0.000058415,0.00001000792,0.00003930098,0.000058988,0.001232278,0.00001192967,0.01338487,0.9847662,0.0001938201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001241336,0.0004081338,0.04642251,0.003153556,0.00092557,0.0004089346,0.0000869193,0.001001866,0.9475801],"genre_scores_gemma":[0.001847182,0.0006276453,0.0008466972,0.0005824586,0.001035142,9.632173e-8,0.002308884,0.001240695,0.9915112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2316505,"threshold_uncertainty_score":0.9990324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04169189708504766,"score_gpt":0.2572970886337037,"score_spread":0.215605191548656,"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."}}