{"id":"W6949739395","doi":"10.5281/zenodo.3996158","title":"pynbody/pynbody: Version 1.0.1","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Python (programming language); Backward compatibility; Compatibility (geochemistry); Scripting language","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":[0.002756344,0.002540687,0.001527249,0.001986222,0.001447115,0.004434822,0.005290957,0.001476247,0.2565169],"category_scores_gemma":[0.008334056,0.002540868,0.001683747,0.001416202,0.001250084,0.006841078,0.006710754,0.004490422,0.4010597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259258,"about_ca_system_score_gemma":0.002166077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004703535,"about_ca_topic_score_gemma":0.003195058,"domain_scores_codex":[0.9982488,0.0001845179,0.0001235808,0.0003986317,0.0007894955,0.0002551036],"domain_scores_gemma":[0.9966329,0.0003974049,0.0001943349,0.001078202,0.001197624,0.0004995449],"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":[0.0001876117,0.00003265825,0.0004915854,0.0003206471,0.00002801842,0.00007012836,0.0001394511,0.0004060565,0.002554896,0.004207583,0.9522798,0.03928166],"study_design_scores_gemma":[0.0000573173,0.00001833687,0.0008541666,0.0001011862,0.00001439545,0.0001803647,0.00002624798,0.001845039,0.006099344,0.004982405,0.9857184,0.0001026973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008649768,0.0001943477,0.06851288,0.0005311812,0.0004413643,0.0001228156,0.03646518,0.8541809,0.03868628],"genre_scores_gemma":[0.008715793,0.000266682,0.04026806,0.0008716324,0.0001549695,0.000455151,0.09347097,0.7907321,0.0650645],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2565169,"threshold_uncertainty_score":0.8581344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03005597721039171,"score_gpt":0.2403512485004489,"score_spread":0.2102952712900572,"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."}}