{"id":"W4399712492","doi":"10.5194/essd-2024-115-rc1","title":"Comment on essd-2024-115","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":"Université du Québec à Montréal; Environment and Climate Change Canada","funders":"","keywords":"Computer science","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":[0.003086235,0.0008153108,0.001165718,0.001206252,0.003254239,0.004833227,0.003070191,0.03700033,0.1818084],"category_scores_gemma":[0.01969235,0.0006043674,0.002090908,0.001567362,0.00180856,0.003056696,0.002491235,0.01740459,0.13505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005073693,"about_ca_system_score_gemma":0.00527167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03402545,"about_ca_topic_score_gemma":0.04354811,"domain_scores_codex":[0.9971661,0.0002439126,0.0002972704,0.0002591617,0.001400923,0.0006326442],"domain_scores_gemma":[0.9946878,0.0017148,0.0002441883,0.0002921242,0.002336016,0.0007250391],"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":[0.00002804572,0.000007715869,0.00007025081,0.00004352664,0.000001806899,0.00007212605,0.00001198736,0.00001083587,0.00003956718,0.0008413373,0.9969186,0.001954241],"study_design_scores_gemma":[0.00002622268,0.00001036142,0.0004864821,0.00009584176,0.000003367834,0.00002560526,0.00004606623,0.00003083713,0.00007680184,0.000827697,0.9983585,0.00001205739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005703223,0.00174056,0.0004386046,0.6130488,0.2143517,0.0003108049,0.01159996,0.001285395,0.1566538],"genre_scores_gemma":[0.00246707,0.0006914436,0.0002462031,0.7255253,0.01983572,0.0002661228,0.00221956,0.0002696966,0.2484789],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1818084,"threshold_uncertainty_score":0.6082098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405797209705507,"score_gpt":0.2524664672772586,"score_spread":0.2384084951802036,"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."}}