{"id":"W6968939419","doi":"10.5281/zenodo.8331504","title":"cosmology-api/cosmology.api","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cosmology; Python (programming language); Observational cosmology; Robustness (evolution)","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005394041,0.0002800587,0.0003389734,0.000536643,0.002241652,0.0006907319,0.001114397,0.000182532,0.313999],"category_scores_gemma":[0.0005473607,0.0002697809,0.00009693029,0.0001790333,0.001117178,0.00009595902,0.001176474,0.0005406023,0.1277778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442279,"about_ca_system_score_gemma":0.000008734193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002957457,"about_ca_topic_score_gemma":0.00003577824,"domain_scores_codex":[0.9975966,0.0004496633,0.0002731486,0.0005908911,0.0004542192,0.0006355408],"domain_scores_gemma":[0.9986219,0.00006908816,0.0001612545,0.0005519773,0.0003897613,0.0002060622],"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":[0.00002318133,0.00006815326,9.778699e-7,0.00006374412,0.0001162528,0.00005197088,0.001112872,3.658909e-7,0.000009926447,0.1909605,0.7840418,0.02355018],"study_design_scores_gemma":[0.0003302624,0.0002458653,0.00002535697,0.00008500179,0.00002939816,0.00003476011,0.001623086,0.00001407364,0.000005638035,0.001365585,0.9959586,0.0002823261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002915024,0.0002698393,0.0003506056,0.0006152274,0.0002221229,0.0005007272,0.001123411,0.003212543,0.9936764],"genre_scores_gemma":[0.006900195,0.0004170048,0.00004547835,0.000171513,0.001265349,2.440381e-7,0.002109749,0.01473311,0.9743574],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2119168,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06951957436110485,"score_gpt":0.2679182910781301,"score_spread":0.1983987167170253,"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."}}