{"id":"W4391145188","doi":"10.20944/preprints202401.1594.v1","title":"Transformation, Transport, and Storage of Major Elements in Municipal Solid Waste Disposal Sites","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Nanyang Technological University","keywords":"Municipal solid waste; Transformation (genetics); Waste management; Environmental science; Business; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003216146,0.0002680825,0.0002989176,0.001175929,0.0003418467,0.001225313,0.0001985784,0.0003903318,0.0006161568],"category_scores_gemma":[0.0004450782,0.0001499709,0.000329852,0.001973146,0.0002634296,0.0007704077,0.0004227929,0.0003126405,0.0002969506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035471,"about_ca_system_score_gemma":0.0006882229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005016549,"about_ca_topic_score_gemma":0.005940362,"domain_scores_codex":[0.9996933,0.0000484384,0.000030377,0.00006999219,0.0001145811,0.00004346199],"domain_scores_gemma":[0.9998997,0.00002497335,0.00002886885,0.000006600187,0.00003478702,0.000005055078],"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":[0.0006172919,0.0001109517,0.09042233,0.0113041,0.00046545,0.001656807,0.002769057,0.01827052,0.3063471,0.03010615,0.006236972,0.5316933],"study_design_scores_gemma":[0.00001958775,0.0006133595,0.1273009,0.001593992,0.000601385,0.001929297,0.004932465,0.008363052,0.5501805,0.0230243,0.281323,0.0001181908],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7932145,0.1464162,0.02638877,0.001019629,0.0001808305,0.0001297996,0.003338388,0.0002853596,0.02902668],"genre_scores_gemma":[0.8845134,0.0975177,0.008477652,0.0001566061,0.00005624721,0.00005987965,0.002109727,0.00006427396,0.007044541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005016549,"threshold_uncertainty_score":0.009974658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05016633052130981,"score_gpt":0.3142219886352683,"score_spread":0.2640556581139585,"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."}}