{"id":"W3211120196","doi":"10.5281/zenodo.5146351","title":"Ouranosinc/xclim: v0.28.1","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003260118,0.00356725,0.002097062,0.002436472,0.001409388,0.00440299,0.007949256,0.002171361,0.4093777],"category_scores_gemma":[0.01058005,0.003262639,0.00308858,0.002377323,0.0009244671,0.004992516,0.004115654,0.003391601,0.405867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002236213,"about_ca_system_score_gemma":0.002230149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00681867,"about_ca_topic_score_gemma":0.005368806,"domain_scores_codex":[0.9980959,0.0002131335,0.0001182008,0.0004058756,0.0008478981,0.0003189924],"domain_scores_gemma":[0.9970886,0.0004976759,0.0001670255,0.0008921241,0.00108134,0.0002733736],"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":[0.0002411036,0.00003471883,0.0008811951,0.0004295603,0.00005226976,0.00006428542,0.00009688026,0.0005179967,0.001611565,0.002427605,0.9758167,0.01782609],"study_design_scores_gemma":[0.0002527346,0.00004879172,0.002340864,0.0002496315,0.00004725431,0.0002205324,0.00005218946,0.007888709,0.02281455,0.005847172,0.9600357,0.0002018253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001008672,0.000214947,0.03064301,0.000252201,0.0004258374,0.0001264534,0.04766773,0.8985895,0.02107174],"genre_scores_gemma":[0.009088919,0.0001874625,0.03175062,0.0006763167,0.0001797114,0.0006059874,0.09575728,0.8370854,0.02466824],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4093777,"threshold_uncertainty_score":0.842451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04520011447441351,"score_gpt":0.22456598389285,"score_spread":0.1793658694184365,"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."}}