{"id":"W4405428715","doi":"10.5194/essd-2024-456-rc1","title":"Comment on essd-2024-456","year":2024,"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":"University of British Columbia","funders":"","keywords":"Argo; Metadata; Arctic; Permafrost; Environmental science; Climate change; Climatology; Computer science; Earth science; World Wide Web; Geology; Oceanography","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":[0.002874124,0.0007278353,0.0009735345,0.00116193,0.002510882,0.005110615,0.002412681,0.02207865,0.2956707],"category_scores_gemma":[0.01707943,0.0004487059,0.001862408,0.0014661,0.001350062,0.002949937,0.002510061,0.0101781,0.213118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117292,"about_ca_system_score_gemma":0.004001949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01993399,"about_ca_topic_score_gemma":0.02616942,"domain_scores_codex":[0.9977451,0.0001755456,0.0002266699,0.0002249452,0.001160551,0.0004671979],"domain_scores_gemma":[0.9954282,0.001258758,0.0001887795,0.0003210322,0.002048347,0.0007548662],"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":[0.00002269497,0.000006541563,0.00004445341,0.00004161246,0.000001372085,0.00005475717,0.000007255782,0.000009627248,0.00003635861,0.0006505676,0.9965687,0.002556035],"study_design_scores_gemma":[0.00001739072,0.000008160534,0.0002571453,0.00006880519,0.000002021952,0.00001824281,0.00002460466,0.00002054444,0.00006070618,0.0005318861,0.998983,0.000007515715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006519328,0.001884456,0.0008414007,0.387069,0.3150275,0.0004944522,0.01996851,0.002650957,0.2714118],"genre_scores_gemma":[0.003044716,0.0009544436,0.0004106111,0.4916676,0.03419766,0.000379524,0.004795193,0.0006888788,0.4638613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2956707,"threshold_uncertainty_score":0.9891169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371899585653243,"score_gpt":0.2516941107898298,"score_spread":0.2379751149332974,"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."}}