{"id":"W6969006733","doi":"10.5281/zenodo.5347886","title":"Ouranosinc/raven: v0.14.1","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Ouranos","funders":"","keywords":"Process (computing); Identification (biology); Set (abstract data type); Product (mathematics)","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":[0.004914699,0.005625163,0.002713665,0.005009804,0.001393256,0.008090079,0.009855834,0.003591266,0.4502297],"category_scores_gemma":[0.01889565,0.004544155,0.003320866,0.003777916,0.001200963,0.007914525,0.007148916,0.004515266,0.6137134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794605,"about_ca_system_score_gemma":0.002904381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01082801,"about_ca_topic_score_gemma":0.008856111,"domain_scores_codex":[0.9971981,0.0005198466,0.0002414454,0.0005418042,0.0010795,0.0004192942],"domain_scores_gemma":[0.9951579,0.0009312484,0.0002025283,0.001577615,0.001695385,0.000435381],"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":[0.0001455757,0.00002438777,0.0002006237,0.000360971,0.00004332597,0.00005022399,0.00006987355,0.0005533294,0.0004125734,0.003021448,0.9715084,0.02360926],"study_design_scores_gemma":[0.0001415341,0.00002570012,0.0003790929,0.0002009811,0.0000344934,0.0001498328,0.0000240769,0.002765604,0.003199164,0.009225197,0.9837097,0.0001446118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005375383,0.0007859302,0.04759289,0.0004349511,0.0006809467,0.000162995,0.07230613,0.8406169,0.03688181],"genre_scores_gemma":[0.007292304,0.000793058,0.04928984,0.001024783,0.0003371752,0.0006767854,0.2116751,0.6622581,0.06665286],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4502297,"threshold_uncertainty_score":0.7841806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05415019896285309,"score_gpt":0.3048045928142306,"score_spread":0.2506543938513775,"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."}}