{"id":"W6969318951","doi":"10.5281/zenodo.7036069","title":"CliMA/EnsembleKalmanProcesses.jl: v0.10.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Container (type theory); Base (topology); Key (lock); Multivariate statistics","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":[0.003917651,0.003383391,0.002327878,0.001447669,0.001265215,0.004556098,0.007535303,0.00254694,0.2973213],"category_scores_gemma":[0.01222169,0.003725786,0.003674486,0.00138706,0.0009328453,0.005377968,0.003972992,0.006733167,0.263904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555425,"about_ca_system_score_gemma":0.00269733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009426097,"about_ca_topic_score_gemma":0.01002104,"domain_scores_codex":[0.998616,0.0001887555,0.0001077898,0.0003742169,0.0004818169,0.0002314915],"domain_scores_gemma":[0.9965929,0.001005498,0.000143343,0.0009388623,0.0009638801,0.0003554605],"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":[0.0001822034,0.00004710816,0.001119332,0.0005482718,0.00013489,0.00008673215,0.000155093,0.002547149,0.0009524304,0.00332545,0.9705634,0.02033802],"study_design_scores_gemma":[0.0005963854,0.00007214856,0.002396052,0.0002745243,0.00009397267,0.000166074,0.0001096527,0.03887086,0.01261828,0.01981945,0.9247149,0.0002676284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00058701,0.0001841968,0.05451573,0.0002967069,0.0005383343,0.0001291556,0.03161204,0.903204,0.008932829],"genre_scores_gemma":[0.01219569,0.0002672052,0.06385249,0.001069732,0.000176373,0.0006120711,0.06328968,0.8418424,0.01669437],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2973213,"threshold_uncertainty_score":0.9946389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03576301784396969,"score_gpt":0.2551733845730033,"score_spread":0.2194103667290336,"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."}}