{"id":"W4238511227","doi":"10.1515/iupac.78.0295","title":"Field Drainage","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Glossary; Field (mathematics); Relation (database); Computer science; Pesticide; Management science; Data science; Ecology; Engineering; Biology; Data mining; Mathematics; Linguistics","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":[0.0007289915,0.001257453,0.001185512,0.004783133,0.000764938,0.002350685,0.002081118,0.001104575,0.1332994],"category_scores_gemma":[0.005771832,0.0004152898,0.0008421876,0.009394609,0.0003648846,0.001930309,0.001484956,0.001170808,0.1104251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161841,"about_ca_system_score_gemma":0.002660889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03051554,"about_ca_topic_score_gemma":0.05215491,"domain_scores_codex":[0.9989228,0.0001436587,0.0001781346,0.0003499064,0.0002771339,0.0001284164],"domain_scores_gemma":[0.9974884,0.0005950691,0.0003651232,0.0004408555,0.000940551,0.0001699327],"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":[0.00004473177,0.00001106647,0.001466823,0.0006627078,0.00001440836,0.00002523884,0.00002612092,0.0001712812,0.0000567305,0.0008706424,0.9916923,0.004957972],"study_design_scores_gemma":[0.00004691804,0.000005162804,0.003251825,0.0004359632,0.00000933281,0.00003666212,0.00008860957,0.0001217174,0.000114171,0.0008515285,0.9950244,0.00001360183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001238175,0.00008883754,0.00006141554,0.00004585336,0.00001791402,0.00001187758,0.9973512,0.0001310557,0.002167984],"genre_scores_gemma":[0.000653278,0.0001496614,0.0002609085,0.00005828189,0.000008493978,0.00008768217,0.9966575,0.00006800879,0.002056129],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1332994,"threshold_uncertainty_score":0.4459308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01561829493475744,"score_gpt":0.345887025273687,"score_spread":0.3302687303389296,"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."}}