{"id":"W6894094038","doi":"10.5281/zenodo.7806813","title":"CliMA/EnsembleKalmanProcesses.jl: v1.0.0","year":2023,"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":"Noise (video); Interpretation (philosophy); Work (physics); Identification (biology)","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":[0.003447039,0.002362238,0.002169739,0.00150874,0.001415086,0.004846277,0.005815411,0.002741243,0.3124015],"category_scores_gemma":[0.01052728,0.0029525,0.002876552,0.00202213,0.0007277338,0.004556749,0.002631818,0.005255273,0.288343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00123956,"about_ca_system_score_gemma":0.002111046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0167781,"about_ca_topic_score_gemma":0.01706573,"domain_scores_codex":[0.9989868,0.0002168317,0.00004897516,0.0002696407,0.0003148174,0.0001629615],"domain_scores_gemma":[0.9961774,0.00105457,0.0001712604,0.001221351,0.0008464793,0.0005288687],"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":[0.00008631559,0.0000340077,0.001010784,0.000229323,0.0001371886,0.00004796925,0.00007965213,0.004289709,0.0003693337,0.005827003,0.978054,0.009834694],"study_design_scores_gemma":[0.0005835571,0.00005424175,0.003323851,0.0001984033,0.0001171015,0.0001367636,0.00009056553,0.06540628,0.006909912,0.03395478,0.8889181,0.0003063433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002013948,0.0002755978,0.08423578,0.001193961,0.001482018,0.0001735628,0.2021761,0.6684242,0.04002482],"genre_scores_gemma":[0.02714596,0.0002476448,0.07181656,0.00147155,0.0004923855,0.000597703,0.1587194,0.7089596,0.03054922],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3124015,"threshold_uncertainty_score":0.9807758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449009097366339,"score_gpt":0.2690340736475328,"score_spread":0.2241331639108989,"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."}}