{"id":"W4360797478","doi":"10.5194/bg-2023-46-rc1","title":"Comment on bg-2023-46","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Ocean Frontier Institute; Canada First Research Excellence Fund; National Science Foundation","keywords":"Argo; Environmental science; Biogeochemical cycle; Primary production; TRACER; Meteorology; Climatology; Atmospheric sciences; Geology; Geography; Ecosystem; Physics; Chemistry","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":[0.001694333,0.001083406,0.001044126,0.001600253,0.002173473,0.005979967,0.002264869,0.01424452,0.1822318],"category_scores_gemma":[0.009012649,0.0005183346,0.001599467,0.002901536,0.001183074,0.002453272,0.001563532,0.009644076,0.1624858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003746262,"about_ca_system_score_gemma":0.004994686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06638727,"about_ca_topic_score_gemma":0.05804973,"domain_scores_codex":[0.9983453,0.0001179168,0.00009418955,0.0001840824,0.0009834002,0.0002751668],"domain_scores_gemma":[0.9956442,0.000755523,0.0002273386,0.0003950581,0.002595013,0.0003829232],"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":[0.00002160995,0.00000485467,0.00004410095,0.00002641033,0.000001340144,0.00001847234,0.000004086924,0.00002204891,0.00005576131,0.0003934616,0.9974385,0.001969268],"study_design_scores_gemma":[0.00002279494,0.000006779321,0.000918564,0.00006215779,0.000003673378,0.00001250247,0.00001994766,0.0000755713,0.0001572028,0.0007031167,0.9980038,0.00001381109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0008339513,0.002142387,0.001322746,0.2851584,0.3156147,0.0004841699,0.0597336,0.006257518,0.3284525],"genre_scores_gemma":[0.007847925,0.001678252,0.001798064,0.3995681,0.05794405,0.0006226577,0.02128178,0.002881654,0.5063775],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1822318,"threshold_uncertainty_score":0.6096262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0398726799104592,"score_gpt":0.2569297619935618,"score_spread":0.2170570820831026,"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."}}