{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008488034,0.0005507161,0.0004825529,0.002248849,0.0007822165,0.00189328,0.0007460848,0.0007135267,0.003536526],"category_scores_gemma":[0.006874581,0.0003547418,0.0006025938,0.00115182,0.004103059,0.003977724,0.001595572,0.0009565213,0.0003705593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545609,"about_ca_system_score_gemma":0.0005768923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001558735,"about_ca_topic_score_gemma":0.0009664776,"domain_scores_codex":[0.9989502,0.0003619997,0.00004535832,0.0001692745,0.0003185517,0.0001546309],"domain_scores_gemma":[0.994497,0.002705449,0.001209666,0.0006444109,0.0004632256,0.0004802537],"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":[0.00006930099,0.00002094808,0.004095883,0.00008806108,0.00003835133,0.0001886651,0.0004159277,0.0151921,0.0041136,0.9688745,0.0005806641,0.006322136],"study_design_scores_gemma":[0.00001649736,0.00008658336,0.01302336,0.00003304593,0.00002077937,0.0003357224,0.0001748782,0.02805771,0.002516963,0.9524536,0.003201349,0.00007947321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7549145,0.005063009,0.1194846,0.005951351,0.0002265831,0.00006498992,0.0006341549,0.0003575796,0.1133032],"genre_scores_gemma":[0.9879325,0.0009447661,0.008140561,0.00009883394,0.0001765177,0.000026682,0.0001142174,0.00003602504,0.002529788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003536526,"threshold_uncertainty_score":0.01183087,"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."}}