{"id":"W2063020442","doi":"10.1080/09593330.2013.827727","title":"A new computational control strategy for leachate management in bioreactor landfills","year":2013,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Leachate; Bioreactor landfill; Bioreactor; Environmental science; Waste management; Control (management); Environmental engineering; Engineering; Computer science; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008506315,0.0002839911,0.0002744201,0.0001407696,0.0001039346,0.00002293825,0.0003159072,0.0001565048,0.004748188],"category_scores_gemma":[0.000006723112,0.0002552196,0.00007026553,0.000168977,0.0003348451,0.0002591826,0.0003114661,0.0001597084,0.002406177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004813155,"about_ca_system_score_gemma":0.000003178904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002069036,"about_ca_topic_score_gemma":0.00001734965,"domain_scores_codex":[0.9983266,0.00002199179,0.0003298151,0.0005112804,0.0002445197,0.0005657835],"domain_scores_gemma":[0.9994562,0.00005089215,0.0001006008,0.0002699568,6.640823e-7,0.0001217355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133801,0.0009938771,0.6693444,0.00002202073,0.0002842888,0.00007332666,0.0003291755,0.0193671,0.04844421,0.0008061908,0.0181968,0.2420048],"study_design_scores_gemma":[0.008809698,0.0006757808,0.9349635,0.00002039357,0.00006382365,0.00006262858,0.0006466865,0.003707119,0.004988438,0.03420284,0.0108954,0.0009636394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768858,0.0001766648,0.009378145,0.002181798,0.0001129544,0.00281523,0.00008009194,0.0001808001,0.0081885],"genre_scores_gemma":[0.9884799,0.00005573125,0.009126866,0.0003341376,0.00002030671,0.0004165721,0.00004069654,0.00003475547,0.001491016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656192,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007241530687852408,"score_gpt":0.2176532693514036,"score_spread":0.2104117386635511,"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."}}