{"id":"W6942192346","doi":"10.14288/1.0431604","title":"A path towards \"one water\" community : performance assessment and benchmarking","year":2023,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Resource (disambiguation); Component (thermodynamics); Stormwater; Water supply; Phase (matter); Service (business); Water resources; Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.15093,0.002045705,0.002611418,0.01028735,0.003951216,0.01796238,0.005309769,0.004216427,0.001877596],"category_scores_gemma":[0.135853,0.0006595411,0.001357469,0.01232411,0.008726117,0.02200623,0.01273734,0.005440028,0.0009150517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01498817,"about_ca_system_score_gemma":0.04127077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043258,"about_ca_topic_score_gemma":0.006349529,"domain_scores_codex":[0.8083675,0.1277821,0.008302399,0.006610579,0.04309919,0.005838246],"domain_scores_gemma":[0.8857013,0.03644729,0.01111476,0.01377116,0.04630091,0.006664546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002913941,0.002292026,0.03046182,0.002074586,0.0004563207,0.0001532552,0.01057893,0.04039718,0.001735449,0.3767882,0.02315499,0.5116159],"study_design_scores_gemma":[0.0002481311,0.004693383,0.02990762,0.01111096,0.0002671159,0.0003078232,0.03377047,0.1341046,0.008019518,0.6590157,0.1178522,0.0007026127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1311053,0.01181882,0.6157537,0.09530735,0.001518852,0.005012739,0.0008563706,0.002041125,0.1365858],"genre_scores_gemma":[0.647261,0.003703309,0.3396112,0.00304504,0.0002484166,0.0021655,0.0007438706,0.0003332949,0.002888372],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.15093,"threshold_uncertainty_score":0.7982038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695322666670832,"score_gpt":0.1844923294241976,"score_spread":0.1675391027574893,"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."}}