{"id":"W2151352903","doi":"10.82308/23440","title":"Surface irrigation adapted to the land spreading of dairy farm effluent","year":2005,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irrigation; Effluent; Environmental science; Water resource management; Dairy farming; Business; Geography; Environmental planning; Environmental engineering; Agriculture; Agronomy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000545647,0.000563444,0.0004863424,0.0001058422,0.0006783441,0.00006079171,0.0007609505,0.0003895907,0.0006879207],"category_scores_gemma":[0.0001004813,0.0004128133,0.0002355308,0.0004934629,0.00006131476,0.0003424947,0.000215824,0.0005516186,0.001279268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113302,"about_ca_system_score_gemma":0.00001215878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001358981,"about_ca_topic_score_gemma":0.009531086,"domain_scores_codex":[0.9969318,0.0002120073,0.0006569049,0.000784308,0.0008799286,0.0005350633],"domain_scores_gemma":[0.9984064,0.0001153269,0.0004130192,0.0007696265,0.00004968702,0.0002459622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001126495,0.00124361,0.01052435,0.0003614478,0.000811971,0.00008042552,0.0004122156,0.03231175,0.7920094,0.008425005,0.0001117305,0.1525816],"study_design_scores_gemma":[0.001992524,0.0004629596,0.04745953,0.0007297852,0.0006233326,0.00002123389,0.0006152594,0.0001210187,0.8245083,0.001821302,0.1199474,0.001697346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366128,0.0000819581,9.614193e-8,0.00006065428,0.0005925418,0.0008866785,0.0003167503,0.0000901751,0.06135829],"genre_scores_gemma":[0.9861243,0.00004323855,0.0006839969,0.0001169175,0.00004151124,0.00005163031,0.0005554022,0.00009910452,0.01228394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1508843,"threshold_uncertainty_score":0.9998324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354677825004323,"score_gpt":0.2286729974166839,"score_spread":0.2151262191666406,"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."}}