{"id":"W4403576124","doi":"10.32370/ia_2024_03_5","title":"From Complex Dynamics to Foundational Physics (Part 1)","year":2024,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Epistemology; Theoretical physics; Physics; 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":[0.0005297483,0.0002896821,0.000175026,0.0005292247,0.0008638169,0.00304212,0.0003203206,0.0007318879,0.007012267],"category_scores_gemma":[0.001318048,0.0001106723,0.0001849753,0.0005432309,0.005980645,0.003135639,0.001207235,0.001567307,0.0008090582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252216,"about_ca_system_score_gemma":0.0007460116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110416,"about_ca_topic_score_gemma":0.0005871013,"domain_scores_codex":[0.9997426,0.0000941043,0.000007107705,0.00005025386,0.00007333612,0.00003264055],"domain_scores_gemma":[0.9993643,0.000368278,0.00006492315,0.00009943806,0.0000599744,0.0000430802],"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":[0.000002265209,0.00000467929,0.0001413277,0.0000453028,0.000001454525,0.0000239955,0.0002342131,0.0002929884,0.0001521947,0.9857078,0.004156238,0.00923756],"study_design_scores_gemma":[0.000001752244,0.000008995017,0.0007170546,0.00008184391,0.000001667822,0.0000808395,0.00009448401,0.0008325924,0.0001166313,0.9217594,0.07629911,0.000005630634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08638044,0.1293048,0.09467953,0.08913226,0.005310201,0.00009896966,0.0006667869,0.0002823573,0.5941446],"genre_scores_gemma":[0.8982997,0.04447426,0.0096266,0.004415433,0.004579314,0.0001266245,0.0001809941,0.00007612102,0.03822098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007012267,"threshold_uncertainty_score":0.02345842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305505571791496,"score_gpt":0.2874426352533824,"score_spread":0.2643875795354675,"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."}}