{"id":"W1976970420","doi":"10.1021/es026043s","title":"Landfarm Performance under Arid Conditions. 1. Conceptual Framework","year":2004,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Biodegradation; Weathering; Environmental science; Arid; Grease; Degradation (telecommunications); Plucking; Environmental engineering; Waste management; Chemistry; Geology; Engineering; Ecology; Biology; Geochemistry","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":[0.0007812328,0.0009788941,0.0004965996,0.000626241,0.0008168361,0.004236558,0.002277764,0.002710845,0.01372512],"category_scores_gemma":[0.0008080216,0.0004321013,0.0006303315,0.0008464686,0.001441762,0.003950532,0.002079656,0.0007815571,0.001448559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002876578,"about_ca_system_score_gemma":0.002436763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01348346,"about_ca_topic_score_gemma":0.008969245,"domain_scores_codex":[0.9995797,0.0001697431,0.00002002162,0.00008275086,0.00007473749,0.00007305176],"domain_scores_gemma":[0.9997613,0.00007753898,0.00004146751,0.00001194006,0.00005763082,0.0000500764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001337016,0.00040093,0.005552467,0.0009381198,0.00006545906,0.0009056922,0.0007866006,0.435917,0.003661006,0.5262825,0.004629863,0.0207267],"study_design_scores_gemma":[0.0001155884,0.0007262835,0.004237188,0.0003954595,0.00009025509,0.0004886821,0.003943536,0.704185,0.001739909,0.2279808,0.05595219,0.0001451765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2905992,0.004548,0.3535731,0.0126699,0.0003499572,0.002032697,0.006513301,0.0008805848,0.3288332],"genre_scores_gemma":[0.9288853,0.002889423,0.04573013,0.0004560975,0.00007143027,0.0009858012,0.001121119,0.00007529539,0.01978539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01372512,"threshold_uncertainty_score":0.04591513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006234391855577873,"score_gpt":0.2127926705164262,"score_spread":0.2065582786608483,"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."}}