{"id":"W4313382390","doi":"10.5194/gmd-2022-191-rc2","title":"Comment on gmd-2022-191","year":2023,"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":"St. Francis Xavier University; Memorial University of Newfoundland","funders":"Alliance de recherche numérique du Canada; Compute Canada; University of Victoria","keywords":"Biogeochemical cycle; Carbon cycle; Environmental science; Nitrogen; Nitrogen cycle; Nutrient; Soil carbon; Carbon fibers; Leaching (pedology); Phosphorus; Terrestrial ecosystem; Ecosystem; Soil science; Chemistry; Environmental chemistry; Ecology; Soil water; Mathematics; Algorithm; 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":[0.003193926,0.001300587,0.0009500436,0.001228506,0.001442675,0.003812695,0.00238534,0.0201243,0.05607111],"category_scores_gemma":[0.01245424,0.0004749593,0.001766187,0.001443673,0.0014602,0.002783386,0.001807936,0.01363738,0.05647875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003430908,"about_ca_system_score_gemma":0.005215012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0277436,"about_ca_topic_score_gemma":0.02232328,"domain_scores_codex":[0.9979838,0.0002042518,0.0001617353,0.0002596692,0.001068824,0.0003216926],"domain_scores_gemma":[0.9966647,0.0008115562,0.0002092617,0.0003215141,0.001617946,0.000374985],"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":[0.0000676425,0.00002095233,0.0001278009,0.0001155997,0.000005946403,0.0001037347,0.00001927193,0.00009890919,0.000254043,0.002938141,0.9885688,0.007679255],"study_design_scores_gemma":[0.00002332566,0.00001072649,0.000727562,0.00007097585,0.000005057207,0.00003020132,0.00001540342,0.00007992603,0.0001325333,0.001476303,0.9974115,0.00001645601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001319525,0.005633423,0.002148031,0.3971804,0.3237454,0.0006121449,0.02833561,0.003049321,0.237976],"genre_scores_gemma":[0.006929264,0.001904128,0.002509638,0.7298155,0.03734808,0.0007835916,0.00598227,0.0007065061,0.214021],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05607111,"threshold_uncertainty_score":0.1875766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867686356913204,"score_gpt":0.2550731106183034,"score_spread":0.2363962470491714,"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."}}