{"id":"W6969386513","doi":"10.5281/zenodo.4651467","title":"Ouranosinc/xclim: v0.25.0","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Snow; Overwintering; Snowmelt; Snow removal; Automatic weather station; Rain and snow mixed; Precipitation","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":[0.002378647,0.004285912,0.001822347,0.002095994,0.001275767,0.004268818,0.008052072,0.001855553,0.226591],"category_scores_gemma":[0.009586073,0.003116292,0.003666277,0.002223078,0.00116652,0.004513026,0.00443309,0.004225086,0.3077175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002152371,"about_ca_system_score_gemma":0.003242135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01328163,"about_ca_topic_score_gemma":0.009288641,"domain_scores_codex":[0.9983987,0.0001606539,0.000113513,0.0003589641,0.000672733,0.0002954323],"domain_scores_gemma":[0.9980907,0.0003150048,0.0001097602,0.000463602,0.00081281,0.0002082567],"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":[0.0001766206,0.00003031611,0.0009106516,0.0004648785,0.00005681745,0.00006152285,0.0001220283,0.001201849,0.0008927945,0.002222926,0.9776685,0.01619113],"study_design_scores_gemma":[0.0003530826,0.00004913414,0.002448432,0.0003073715,0.00006482894,0.0001817119,0.000071424,0.01498009,0.01328541,0.01093256,0.9570577,0.0002682757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0006062727,0.0002436163,0.02076611,0.0002430647,0.0003500689,0.0001137981,0.03812054,0.9268573,0.01269925],"genre_scores_gemma":[0.01166645,0.0004476859,0.03882686,0.001150133,0.0002080378,0.0009801204,0.1184137,0.804237,0.02407001],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.226591,"threshold_uncertainty_score":0.7580225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445693944377288,"score_gpt":0.2220508227578387,"score_spread":0.1975938833140658,"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."}}