{"id":"W4386967699","doi":"10.5194/egusphere-2023-1553-rc1","title":"Comment on egusphere-2023-1553","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada; Simon Fraser University","funders":"Marine Environmental Observation Prediction and Response Network","keywords":"Diel vertical migration; Ocean acidification; Shellfish; Alkalinity; Oceanography; Phytoplankton; Environmental science; Seawater; Water column; Environmental chemistry; Aquaculture; Carbonate; Ecology; Fishery; Chemistry; Nutrient; Aquatic animal; Biology; Geology; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001532535,0.0008052886,0.000715376,0.001033338,0.002696398,0.002773427,0.002052224,0.01672835,0.3337818],"category_scores_gemma":[0.009252386,0.000461279,0.001050114,0.001078163,0.001495292,0.002427678,0.002031579,0.009023051,0.2330382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002863415,"about_ca_system_score_gemma":0.002834095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04165438,"about_ca_topic_score_gemma":0.0502376,"domain_scores_codex":[0.9988196,0.00007825959,0.00009842461,0.0001359167,0.0006471563,0.0002206011],"domain_scores_gemma":[0.9965616,0.0006293523,0.0001400248,0.0002493546,0.001789326,0.0006302843],"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":[0.00001615811,0.000007276004,0.00005536731,0.00001865763,0.000001044222,0.00006208537,0.00000649251,0.000005229356,0.00004329816,0.0002850053,0.9968228,0.002676513],"study_design_scores_gemma":[0.00001101545,0.000006222912,0.0002878896,0.00003976991,0.000001080353,0.0000156451,0.00002712657,0.0000137443,0.00004863115,0.0002096418,0.9993333,0.000005714447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0006925004,0.001128382,0.0005427544,0.3488558,0.3820378,0.0005081236,0.005613586,0.002577157,0.2580439],"genre_scores_gemma":[0.002787049,0.0007397075,0.0003662459,0.3699777,0.04525987,0.000240847,0.001612276,0.0006349703,0.5783813],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3337818,"threshold_uncertainty_score":0.9502794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126548755455823,"score_gpt":0.2866083239381461,"score_spread":0.2453428363835878,"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."}}