{"id":"W6948276066","doi":"10.4224/23004886","title":"Cosmic signatures","year":2019,"lang":"en","type":"article","venue":"NPARC","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01121485,0.0008643862,0.001857083,0.005840329,0.005164905,0.01270814,0.003427067,0.005134833,0.4439127],"category_scores_gemma":[0.08699936,0.0009772484,0.00115569,0.003254192,0.00224606,0.00457211,0.006828886,0.004014405,0.3462704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003718368,"about_ca_system_score_gemma":0.01296068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342925,"about_ca_topic_score_gemma":0.006399296,"domain_scores_codex":[0.9772332,0.00387064,0.001271556,0.00187006,0.01365357,0.002100988],"domain_scores_gemma":[0.8141784,0.01155215,0.003991565,0.04521406,0.1069773,0.01808648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001005379,0.00002790435,0.0007709199,0.0002081516,0.00001739287,0.0001392496,0.0001234181,0.0000387724,0.0005158211,0.006230945,0.9441668,0.04765994],"study_design_scores_gemma":[0.00002476505,0.00001554141,0.0009252978,0.0001311883,0.00001122412,0.0001677351,0.0001159732,0.0001499246,0.0006630585,0.002574926,0.9951994,0.00002098378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007220328,0.001885771,0.006997931,0.05214067,0.08647578,0.001427773,0.01680137,0.007884462,0.8191659],"genre_scores_gemma":[0.03450958,0.001158224,0.005085689,0.008458238,0.009867025,0.0006130985,0.01545715,0.004196926,0.920654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4439127,"threshold_uncertainty_score":0.793191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03999078762325146,"score_gpt":0.3193192679227647,"score_spread":0.2793284802995132,"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."}}