{"id":"W6891828354","doi":"10.48550/arxiv.1105.5649","title":"Defrosting in an Emergent Galileon Cosmology","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Defrosting; Inflaton; Cosmology; Coupling (piping); Scalar field; Universe; Inflation (cosmology); Scalar (mathematics); Ekpyrotic universe","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001914355,0.0003612422,0.0003940393,0.0004255596,0.00003632479,0.00001872412,0.0006914713,0.0004630096,0.0001936999],"category_scores_gemma":[0.00003329602,0.0004813256,0.0001160307,0.0002733147,0.00005350172,0.0001512328,0.0004666604,0.0008234938,0.00004819478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752014,"about_ca_system_score_gemma":0.00003219271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008351917,"about_ca_topic_score_gemma":0.001354932,"domain_scores_codex":[0.9985344,0.0001095646,0.0002616533,0.0006506359,0.00004413353,0.0003995729],"domain_scores_gemma":[0.9989107,0.00004120069,0.00008797418,0.0007657073,0.00005315049,0.0001412706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004446847,0.0002991095,0.3861828,0.0004473173,0.0001176954,0.0008115824,0.0005988991,0.5870401,0.0008129185,0.02095038,0.001513841,0.001180799],"study_design_scores_gemma":[0.001086486,0.0002456733,0.1146444,0.0006404215,0.0002292327,0.00001341787,0.0001658485,0.7670732,0.006675112,0.1054039,0.001114772,0.002707519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787607,0.0001057202,0.01226897,0.000005718874,0.000476923,0.0003529556,0.00002521662,0.001031989,0.006971865],"genre_scores_gemma":[0.9986357,0.0004061895,0.0006767396,0.00002669797,0.00005621467,0.000006018773,0.00006670779,0.00006397511,0.00006172778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715384,"threshold_uncertainty_score":0.9997638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08665397895827505,"score_gpt":0.2149035360338177,"score_spread":0.1282495570755426,"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."}}