{"id":"W4411609293","doi":"10.4006/0836-1398-38.2.155","title":"A nonconventional model on the fine structure of matter","year":2025,"lang":"en","type":"article","venue":"Physics Essays","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Statistical physics","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":[0.0006944858,0.0002819749,0.0003506114,0.0006859881,0.0007712962,0.001369865,0.0009070685,0.001362923,0.004107003],"category_scores_gemma":[0.001103449,0.0001519375,0.0004941819,0.0004547763,0.002880059,0.003761956,0.000905186,0.001147472,0.0005955674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009899555,"about_ca_system_score_gemma":0.0006990097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008041839,"about_ca_topic_score_gemma":0.000625776,"domain_scores_codex":[0.999696,0.00007330676,0.000009180424,0.00006608934,0.0001178323,0.00003755332],"domain_scores_gemma":[0.9994996,0.0001995638,0.00004537586,0.0001124023,0.00008012124,0.00006305038],"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":[0.000001648653,0.000004155735,0.00002306318,0.000006196417,9.337249e-7,0.00001517881,0.00003699251,0.001042956,0.0001802328,0.9979801,0.0002165263,0.0004919738],"study_design_scores_gemma":[0.000004187912,0.00001188292,0.00009448398,0.000006701231,0.000001653079,0.00003800972,0.00001886993,0.01252487,0.00008969329,0.9832168,0.003988437,0.000004508933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1494367,0.004177297,0.4568138,0.01453856,0.0008927961,0.0000728983,0.0003746592,0.0002221212,0.3734712],"genre_scores_gemma":[0.9250903,0.001534444,0.03508211,0.001245774,0.000899816,0.0001020954,0.0001068717,0.00005629431,0.03588234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004107003,"threshold_uncertainty_score":0.01373929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007734696974362709,"score_gpt":0.2514553976407912,"score_spread":0.2437207006664285,"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."}}