{"id":"W6930940673","doi":"10.5281/zenodo.3990008","title":"Ouranosinc/xclim: v0.19.0","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Code refactoring; Class (philosophy); Metadata; Object (grammar); Key (lock); Variable (mathematics); Order (exchange); Set (abstract data type); Relation (database); Dimension (graph theory)","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":[],"consensus_categories":[],"category_scores_codex":[0.003602617,0.00363768,0.001229117,0.002216149,0.001101487,0.003974111,0.008142686,0.002468185,0.1869383],"category_scores_gemma":[0.009320336,0.00340264,0.002362326,0.001384286,0.001543823,0.004859193,0.004942627,0.004468437,0.2110676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003140076,"about_ca_system_score_gemma":0.003323229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009594479,"about_ca_topic_score_gemma":0.007221334,"domain_scores_codex":[0.9978274,0.0002469273,0.000138288,0.0004585938,0.0009330213,0.0003956841],"domain_scores_gemma":[0.9965815,0.0005215113,0.0001652173,0.001271399,0.001230743,0.0002296236],"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":[0.0007488857,0.0001428782,0.001749568,0.0009912618,0.00009086016,0.0002642373,0.0003800137,0.001533225,0.007985967,0.01321251,0.897251,0.07564961],"study_design_scores_gemma":[0.0001899923,0.0000696654,0.001184943,0.0003590816,0.00005167253,0.0003151059,0.00005931849,0.00593125,0.03628473,0.006508037,0.9488621,0.0001841447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001077188,0.0002524406,0.05986021,0.0002084949,0.0003375939,0.0002181229,0.008147485,0.8993876,0.03051088],"genre_scores_gemma":[0.02032845,0.0005462187,0.0574977,0.001636487,0.0002454172,0.001203251,0.04707666,0.7817838,0.08968205],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1869383,"threshold_uncertainty_score":0.6253711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01873998796038688,"score_gpt":0.2475643197285177,"score_spread":0.2288243317681308,"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."}}