{"id":"W4327860617","doi":"10.5194/egusphere-2022-1410-rc3","title":"Comment on egusphere-2022-1410","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Inference; Bayesian inference; Computer science; Bayes' theorem; Bayesian probability; Perspective (graphical); Statistical inference; Artificial intelligence; Machine learning; Frequentist inference; Bayesian statistics; Class (philosophy); Mathematics; 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":[0.002533702,0.000782527,0.0008169592,0.0009472711,0.003432125,0.00353534,0.002382596,0.02647638,0.2004033],"category_scores_gemma":[0.01482119,0.0004878715,0.001261199,0.00110728,0.001617684,0.002918572,0.00225668,0.01473351,0.127748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003393049,"about_ca_system_score_gemma":0.002948067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02857638,"about_ca_topic_score_gemma":0.03576384,"domain_scores_codex":[0.9982986,0.0001584361,0.0001526148,0.0002143355,0.0008417213,0.000334371],"domain_scores_gemma":[0.9963838,0.001216765,0.0001658726,0.000229164,0.00143308,0.0005713527],"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":[0.00002082629,0.000006626738,0.0000544112,0.00002252014,0.000001142345,0.00007716903,0.0000139157,0.000006499086,0.00004622864,0.001094206,0.9967064,0.001950104],"study_design_scores_gemma":[0.00001603267,0.00001013674,0.0004188775,0.00006687407,0.000002058322,0.00003284606,0.00004910163,0.00003376057,0.00008805709,0.0008640528,0.9984079,0.00001035751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006244751,0.001337848,0.0006652738,0.5916896,0.2027846,0.0003058894,0.004380831,0.001468398,0.196743],"genre_scores_gemma":[0.002696269,0.0005390393,0.0002689885,0.7171116,0.0248725,0.0002175236,0.001018942,0.0003985201,0.2528765],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2004033,"threshold_uncertainty_score":0.6704157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706027295037824,"score_gpt":0.251945906190945,"score_spread":0.2348856332405668,"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."}}