{"id":"W6968894818","doi":"10.5281/zenodo.16748737","title":"CSHS-CWRA/RavenPy: v0.19.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; University of Waterloo; Ouranos","funders":"","keywords":"Disk formatting; Workflow; Code (set theory); Source code; Software; Semi automatic","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":[0.005916533,0.003591283,0.001965132,0.00394217,0.001985968,0.005692043,0.007714543,0.002695002,0.3442857],"category_scores_gemma":[0.02263225,0.003986732,0.002952621,0.003407181,0.001650677,0.00596361,0.007503628,0.006040466,0.4915419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002689247,"about_ca_system_score_gemma":0.00353865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007651752,"about_ca_topic_score_gemma":0.006012666,"domain_scores_codex":[0.9956625,0.0005819509,0.0003235846,0.0008563282,0.002011676,0.0005639849],"domain_scores_gemma":[0.9903977,0.001740794,0.0004769425,0.003468661,0.002940531,0.000975379],"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":[0.0001630523,0.00003259454,0.0003498582,0.0002897945,0.00003143855,0.00004992344,0.0001308411,0.0005492129,0.001512974,0.004153457,0.9670708,0.02566604],"study_design_scores_gemma":[0.0000723078,0.00002050093,0.0006830219,0.0001084013,0.0000158328,0.00009809731,0.0000268771,0.001404498,0.004609691,0.003585948,0.9892963,0.00007844552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000836334,0.0001646368,0.05474081,0.0004443041,0.0006125149,0.0001944283,0.05356163,0.855473,0.03397227],"genre_scores_gemma":[0.00483233,0.0001900567,0.03973658,0.000733098,0.0001747294,0.0005461561,0.126717,0.7921224,0.03494764],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3442857,"threshold_uncertainty_score":0.9352969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1283901376352297,"score_gpt":0.350218501633783,"score_spread":0.2218283639985534,"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."}}