{"id":"W2116143288","doi":"10.1017/s1062798714000519","title":"Progress in Cosmology: an Environmental and Fundamental Science","year":2015,"lang":"en","type":"article","venue":"European Review","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Cosmology; Cosmos (plant); Big Bang (financial markets); Physics; Subject (documents); Theoretical physics; Environmental ethics; Epistemology; Philosophy; Computer science; Astronomy; History; Economics; Art history; Library 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":[0.0006884478,0.00005886115,0.00009168165,0.00002321138,0.00005082759,0.00001642532,0.0001006429,0.000003551352,0.0000594772],"category_scores_gemma":[0.000003810364,0.00005097993,0.0000110845,0.00006291735,0.0004494916,0.0001317016,0.00007031515,0.00005741998,0.0001128126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001025669,"about_ca_system_score_gemma":0.00001823584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001231801,"about_ca_topic_score_gemma":2.063655e-7,"domain_scores_codex":[0.9994093,0.0001706954,0.0001063859,0.0001501244,0.00005911832,0.0001044086],"domain_scores_gemma":[0.9997673,0.000007412022,0.00003727279,0.0001039789,0.000006075269,0.00007797531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006512099,0.00009143149,0.8252698,0.00002648805,0.000003580934,0.00001047743,0.0004332742,7.096403e-8,0.0000210865,0.03708151,0.0001638867,0.1368919],"study_design_scores_gemma":[0.0008252063,0.000336943,0.8976794,0.0003372122,0.00002683122,0.00002523843,0.0008135181,0.000003072812,0.00005057945,0.03609495,0.0635191,0.0002879564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687257,0.0258206,0.0000174932,0.0002893618,0.00007438626,0.0002067144,0.000008436923,0.00001137188,0.004845913],"genre_scores_gemma":[0.9992652,0.00007679759,0.0002530995,0.0002702693,0.00002702723,0.000005373005,0.00001790769,0.000005031489,0.00007932815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.136604,"threshold_uncertainty_score":0.2078901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220067913530527,"score_gpt":0.2953618802199185,"score_spread":0.2733550888668658,"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."}}