{"id":"W4236567495","doi":"10.5194/bg-2021-34-rc3","title":"Comment on bg-2021-34","year":2021,"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 Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Science and Technology, Taiwan","keywords":"Ocean acidification; Eriocheir; Freshwater ecosystem; Biology; Crayfish; Ecology; Freshwater shrimp; Ecosystem; Juvenile; Marine species; Life span; Aquatic ecosystem; Freshwater fish; Crustacean; Aquatic animal; Zoology; Fishery; Shrimp; Fish <Actinopterygii>; Climate change; Evolutionary biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003339237,0.0008985444,0.001063539,0.002075678,0.003449548,0.004849053,0.003314719,0.02362334,0.1558658],"category_scores_gemma":[0.03015897,0.0005663845,0.001131185,0.002030773,0.001955638,0.002848539,0.001948805,0.01033303,0.1440808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004309339,"about_ca_system_score_gemma":0.006836473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04914691,"about_ca_topic_score_gemma":0.05691529,"domain_scores_codex":[0.9960138,0.0002452207,0.0003007677,0.0003637906,0.002552339,0.0005242107],"domain_scores_gemma":[0.9831572,0.002725176,0.0006223016,0.0008854888,0.0109789,0.001630995],"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":[0.00001430534,0.00000482274,0.00003936922,0.00003761641,0.000001040516,0.00005872281,0.000009759957,0.000008015667,0.00005057161,0.0004002778,0.9971899,0.002185507],"study_design_scores_gemma":[0.00000919573,0.000005042195,0.0004583072,0.00005033203,0.00000165196,0.00001617911,0.00002471244,0.00001998564,0.00005948038,0.000237118,0.9991097,0.000008403902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005556406,0.002118851,0.0004492577,0.4661924,0.3863458,0.000429498,0.004265834,0.002102033,0.1375405],"genre_scores_gemma":[0.004302599,0.00175622,0.0006158279,0.3629726,0.07014582,0.0004062338,0.001921674,0.001045805,0.5568333],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1558658,"threshold_uncertainty_score":0.5214231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03384846460104562,"score_gpt":0.278780956366354,"score_spread":0.2449324917653084,"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."}}