{"id":"W4297039011","doi":"10.32370/ia_2022_09_2","title":"Mathematics complexity suggests cause-effect physics","year":2022,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Causation; Reductionism; Dissipative system; Epistemology; Theoretical physics; Physics; Mathematics; Quantum mechanics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002058361,0.0005986833,0.0007273847,0.002370834,0.002612266,0.005714828,0.001080975,0.002823754,0.01427726],"category_scores_gemma":[0.005885804,0.0004110004,0.001102162,0.001015121,0.0171951,0.01469251,0.003655104,0.006059696,0.002048333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003659481,"about_ca_system_score_gemma":0.001544898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00175473,"about_ca_topic_score_gemma":0.001087187,"domain_scores_codex":[0.9979675,0.0006081791,0.00007817225,0.0005388754,0.0006562186,0.0001510288],"domain_scores_gemma":[0.9955665,0.002476002,0.0003381928,0.0007089379,0.0006521937,0.0002581534],"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":[0.000002712565,0.000002946225,0.00006614492,0.00001333639,0.000003374641,0.00001449547,0.0001155722,0.0001315362,0.00003172012,0.9976011,0.0009650448,0.001052007],"study_design_scores_gemma":[0.00000408299,0.0000043212,0.0001075713,0.000009894855,0.000002178224,0.00003472535,0.00004335658,0.0003469056,0.0000420619,0.9866669,0.01273465,0.00000336496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0334402,0.01151269,0.2311694,0.1594508,0.00236931,0.0001364985,0.0007222429,0.0004605853,0.5607382],"genre_scores_gemma":[0.9068249,0.00436386,0.04261097,0.008460769,0.002412566,0.0002209071,0.0003711717,0.0002133007,0.03452157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01427726,"threshold_uncertainty_score":0.04776216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567646311429689,"score_gpt":0.276403780907618,"score_spread":0.2507273177933211,"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."}}