{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008959775,0.0001459612,0.000179668,0.000325344,0.003133944,0.001196694,0.001517218,0.0002532468,0.1692956],"category_scores_gemma":[0.0008438785,0.0001672786,0.00008365582,0.000756843,0.0002769041,0.0001258326,0.0008091614,0.0003749717,0.006550952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001998528,"about_ca_system_score_gemma":0.00002095786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004022026,"about_ca_topic_score_gemma":0.0000268896,"domain_scores_codex":[0.997533,0.0009960718,0.0002110705,0.0003616804,0.0005565056,0.0003416557],"domain_scores_gemma":[0.9983152,0.00002714024,0.0001898798,0.0007775996,0.0005082577,0.0001819093],"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":[0.00000246779,0.00006627744,7.046052e-7,0.00001978007,0.00003872368,0.000003100284,0.001373015,0.000001775968,0.00002966944,0.03514203,0.9224665,0.04085593],"study_design_scores_gemma":[0.0001602693,0.00002176919,0.00004199045,0.00007622883,0.00001505006,0.000006725503,0.001223884,0.00001500796,0.000003879571,0.0002218349,0.9980323,0.0001809993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001198826,0.0009653891,0.001253882,0.003770051,0.0001984222,0.0003436643,0.00009882713,0.0009240644,0.9924337],"genre_scores_gemma":[0.007736388,0.003025983,0.0006912436,0.0001964587,0.0006973813,1.02921e-7,0.005119734,0.005267129,0.9772656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1627446,"threshold_uncertainty_score":0.9998401,"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."}}