{"id":"W6969083543","doi":"10.5281/zenodo.2529131","title":"Python in Heliophysics Community (PyHC) Standards","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Python (programming language); Set (abstract data type)","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":[0.008229619,0.0015112,0.001180413,0.002540488,0.001900515,0.004258546,0.00631968,0.00210173,0.02801257],"category_scores_gemma":[0.02154748,0.002080255,0.001691925,0.002977196,0.001790607,0.008028447,0.007417144,0.008421519,0.03434855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184743,"about_ca_system_score_gemma":0.006350119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004370892,"about_ca_topic_score_gemma":0.003460083,"domain_scores_codex":[0.9944998,0.001170628,0.0008147316,0.0005689382,0.002235624,0.0007103871],"domain_scores_gemma":[0.9887072,0.002614235,0.0006152036,0.004077542,0.002969597,0.001016237],"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":[0.0005358236,0.0002258535,0.002219672,0.001330727,0.0001463197,0.0003042289,0.000602687,0.005992413,0.00839167,0.09306756,0.7952522,0.09193093],"study_design_scores_gemma":[0.0002189634,0.00004637673,0.001745236,0.0005041701,0.00005928869,0.0003188145,0.0001073934,0.02251523,0.02063257,0.1084249,0.8451782,0.0002489775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002375982,0.0006171286,0.5485991,0.001504385,0.0006652863,0.0006052757,0.02745895,0.3859406,0.03223323],"genre_scores_gemma":[0.05353251,0.002117787,0.4908497,0.006339672,0.0008509294,0.004130846,0.1341811,0.2738545,0.034143],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02801257,"threshold_uncertainty_score":0.09371138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03918641757166973,"score_gpt":0.2839905668542129,"score_spread":0.2448041492825431,"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."}}