{"id":"W4412772666","doi":"10.5539/apr.v17n2p54","title":"Heuristic Approach to Gravitation as the Only Fundamental Interaction","year":2025,"lang":"en","type":"article","venue":"Applied Physics Research","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heuristic; Gravitation; Computer science; Theoretical physics; Classical mechanics; Physics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003974613,0.00009368287,0.00008732817,0.00006632707,0.0004275668,0.000156619,0.0003470066,0.00001576247,0.00006018018],"category_scores_gemma":[0.000004690527,0.00007160296,0.00003386437,0.0007313079,0.0001009833,0.00008382469,0.0001198536,0.0003836438,0.0006592108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003507142,"about_ca_system_score_gemma":0.0001322411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004917188,"about_ca_topic_score_gemma":0.000003123019,"domain_scores_codex":[0.9988371,0.00007363842,0.0001139092,0.0002759651,0.0003899748,0.0003094287],"domain_scores_gemma":[0.9993257,0.0002534626,0.00002424904,0.0002636533,0.00006758758,0.00006534943],"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":[0.00007582452,0.0002308108,0.004554859,0.00001210309,0.00004574857,2.1417e-7,0.001248499,0.003181463,0.006636784,0.8716002,0.008491877,0.1039216],"study_design_scores_gemma":[0.002018243,0.000456848,0.1075877,0.0001191756,0.00008792225,0.000003241689,0.04613069,0.02999743,0.01854444,0.6509304,0.1429212,0.001202667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3810484,0.000007013646,0.03759612,0.0003648191,0.000146362,0.0007629986,0.00002705757,0.00002015734,0.5800271],"genre_scores_gemma":[0.9969931,3.855399e-7,0.0003881972,0.0001281988,0.0002019998,0.0000916142,0.0001476921,0.000005902124,0.002042894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6159447,"threshold_uncertainty_score":0.8473041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0454736206767393,"score_gpt":0.3671682599759504,"score_spread":0.3216946392992111,"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."}}