{"id":"W4390933223","doi":"10.5194/egusphere-2023-2787-rc2","title":"Comment on egusphere-2023-2787","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"Global Water Futures; Natural Sciences and Engineering Research Council of Canada; Environment and Climate Change Canada","keywords":"Biogeochemistry; Biogeochemical cycle; Computer science; Software deployment; Process (computing); Software engineering; Ecology; Programming language","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":[0.003272469,0.0008111185,0.0009016547,0.001458222,0.003432252,0.004103568,0.002259164,0.0202245,0.2902904],"category_scores_gemma":[0.02402922,0.0004541966,0.001171321,0.001310809,0.001549466,0.003348585,0.002542092,0.009990491,0.2041686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002841436,"about_ca_system_score_gemma":0.003450325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02302459,"about_ca_topic_score_gemma":0.02992367,"domain_scores_codex":[0.9974865,0.0001829568,0.0002037703,0.0002491473,0.001514883,0.0003627209],"domain_scores_gemma":[0.9915176,0.001907408,0.0002867655,0.0005803274,0.004699189,0.001008718],"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":[0.00001784414,0.000007856868,0.00004737923,0.0000279361,0.000001242605,0.00006998824,0.00001130095,0.000007817554,0.00005288858,0.0007555466,0.996382,0.002618232],"study_design_scores_gemma":[0.00001011861,0.000007206467,0.0002059759,0.00004458226,0.000001395048,0.00001834384,0.00002714996,0.00002651302,0.00007925372,0.0004151002,0.9991579,0.000006499879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007260609,0.001146113,0.001084489,0.4589587,0.274499,0.0005765655,0.004937184,0.002884293,0.2551876],"genre_scores_gemma":[0.003253393,0.0007221441,0.0005275403,0.3496394,0.03435199,0.0003091933,0.001532866,0.001182877,0.6084805],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2902904,"threshold_uncertainty_score":0.971118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486973713044163,"score_gpt":0.2685130176848658,"score_spread":0.2436432805544242,"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."}}