{"id":"W2097731956","doi":"10.1155/2013/809695","title":"Geometry of the Universe and Its Relation to Entropy and Information","year":2013,"lang":"en","type":"article","venue":"Advances in Astronomy","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Algorithm; Physics; Artificial intelligence; Machine learning; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00003535669,0.00003771405,0.00004878114,0.00004673305,0.00003296536,0.000006932718,0.00003355015,0.00000970472,0.00004366507],"category_scores_gemma":[0.000006680023,0.00003035006,0.000008327934,0.00009138325,0.00003541278,0.0009749007,0.00004062405,0.00004159453,0.000009004448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004936018,"about_ca_system_score_gemma":0.000007381932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001344703,"about_ca_topic_score_gemma":9.588852e-7,"domain_scores_codex":[0.999769,0.00001603792,0.00008969895,0.00004406154,0.00002570036,0.00005553495],"domain_scores_gemma":[0.9998233,0.00003978437,0.00005467537,0.00004648106,0.00001921664,0.00001649527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006719265,0.000005712711,0.4520977,0.000003750182,0.000003907244,5.888796e-9,0.0004109886,0.0001946123,0.00004637667,0.4195029,0.00001071148,0.1277166],"study_design_scores_gemma":[0.0004338115,0.0000329056,0.8725001,0.00001952888,0.000005928485,1.889143e-7,0.002178906,0.00005453793,0.0008849478,0.09559573,0.02822082,0.00007260503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849367,0.00008324259,0.01352367,0.0002072993,0.00004960678,0.0001706449,0.000005450102,0.0000022588,0.001021156],"genre_scores_gemma":[0.9979629,0.000002091692,0.001919184,0.00002109439,0.000009608918,0.00001269344,0.000004582338,0.000001070266,0.00006678414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4204024,"threshold_uncertainty_score":0.123764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002027682937991803,"score_gpt":0.2079805208735382,"score_spread":0.2059528379355464,"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."}}