{"id":"W2955843180","doi":"10.5281/zenodo.3239468","title":"Ouranosinc/raven: v0.19.0","year":2025,"lang":"en","type":"article","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":"Computer Research Institute of Montréal; University of Waterloo; École de Technologie Supérieure; 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":[0.005471181,0.004837495,0.002465242,0.003438284,0.001706882,0.006314218,0.009992774,0.002778209,0.3841698],"category_scores_gemma":[0.02339006,0.004280383,0.004111382,0.002515647,0.00176757,0.008517116,0.009515422,0.006773336,0.5398906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002410475,"about_ca_system_score_gemma":0.003292482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027483,"about_ca_topic_score_gemma":0.006913761,"domain_scores_codex":[0.9959935,0.0005119186,0.0002807757,0.001000149,0.001584515,0.0006290833],"domain_scores_gemma":[0.9937006,0.0007272869,0.0002488065,0.002668621,0.00193087,0.000723831],"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":[0.000266697,0.00003619765,0.0003993368,0.0003856055,0.0000472399,0.00008177594,0.0001502848,0.0004251158,0.001300855,0.00244931,0.9581755,0.03628204],"study_design_scores_gemma":[0.0001249785,0.00003894457,0.0005979635,0.0002689721,0.00003737292,0.0001765161,0.00004567546,0.002106505,0.005855633,0.004443658,0.9861397,0.0001639712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003750135,0.000236768,0.01941298,0.000310741,0.0005522955,0.0001213934,0.01401358,0.9488174,0.01615972],"genre_scores_gemma":[0.00537307,0.0003128382,0.02700168,0.001246033,0.0001759599,0.0004244627,0.06401926,0.8663492,0.03509755],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3841698,"threshold_uncertainty_score":0.878407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360407774917488,"score_gpt":0.3614718842388361,"score_spread":0.2254311067470873,"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."}}