{"id":"W6949820512","doi":"10.5281/zenodo.4489704","title":"Ouranosinc/raven: v0.11.1","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Ouranos","funders":"","keywords":"Software deployment; Key (lock); Process (computing); Work (physics); Position (finance)","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":[0.002532959,0.003354618,0.001670927,0.002042925,0.001562226,0.00457939,0.007271144,0.00282884,0.4395638],"category_scores_gemma":[0.008267097,0.002955878,0.001775454,0.001892938,0.001193144,0.007335511,0.004796437,0.003855394,0.5319028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002315027,"about_ca_system_score_gemma":0.001710391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051347,"about_ca_topic_score_gemma":0.007504897,"domain_scores_codex":[0.9981555,0.0002036225,0.00007932793,0.0004436728,0.0007416879,0.0003760886],"domain_scores_gemma":[0.9965469,0.0003375582,0.0001307672,0.001537654,0.0009994253,0.0004476318],"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":[0.0003124728,0.00003988636,0.0003323689,0.0001545863,0.00002561328,0.00003917237,0.00006092636,0.0005098326,0.001459265,0.003285719,0.9739648,0.01981526],"study_design_scores_gemma":[0.0001811524,0.00004992407,0.0007202293,0.00007993547,0.00001990932,0.0000960367,0.0000226508,0.003515949,0.009749786,0.004594153,0.9808445,0.0001256905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001228539,0.0002117525,0.02087867,0.0003636188,0.0003979139,0.0001589319,0.0369994,0.8493298,0.09043144],"genre_scores_gemma":[0.01888397,0.0001996758,0.02464987,0.001106325,0.0002465421,0.0003308878,0.1299323,0.7197669,0.1048835],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4395638,"threshold_uncertainty_score":0.7993941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006770322424801,"score_gpt":0.256680234962631,"score_spread":0.216612531738383,"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."}}