{"id":"W4295717980","doi":"10.1155/2022/5831832","title":"On-Farm Composting of Agricultural Waste Materials for Sustainable Agriculture in Pakistan","year":2022,"lang":"en","type":"article","venue":"Scientifica","topic":"Composting and Vermicomposting Techniques","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Pakistan Agricultural Research Council","keywords":"Compost; Agriculture; Crop; Environmental science; Agricultural waste; Phosphorus; Agronomy; Livestock; Soil fertility; Population; Potassium; Soil water; Toxicology; Chemistry; Waste management; Biology; Engineering; Ecology","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":[0.0002173269,0.0002129458,0.0002213917,0.0004266752,0.0007306436,0.0005451122,0.0002667606,0.0002247528,0.00139212],"category_scores_gemma":[0.0001260801,0.0001193869,0.000265355,0.0004804925,0.000208347,0.0003342617,0.0003100469,0.0002248824,0.0002534759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004326746,"about_ca_system_score_gemma":0.0007327606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633601,"about_ca_topic_score_gemma":0.01304184,"domain_scores_codex":[0.9998397,0.00001922698,0.00001148718,0.00002399184,0.00007400615,0.00003160096],"domain_scores_gemma":[0.999861,0.0000195559,0.00004404288,0.000009377012,0.00004693561,0.00001903182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003773549,0.0005674203,0.01876515,0.001248985,0.00002804484,0.001818624,0.0004091153,0.001659081,0.8918194,0.0003756972,0.0005391464,0.08239189],"study_design_scores_gemma":[0.0000357245,0.003105443,0.1070532,0.0002945772,0.00009527198,0.00216963,0.003371051,0.002872456,0.861684,0.0006192544,0.01864835,0.00005108853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937801,0.0008472425,0.001092696,0.00006913673,0.00001921052,0.00006587228,0.0001851708,0.00001376162,0.003926812],"genre_scores_gemma":[0.9923808,0.001869154,0.003651983,0.00003880811,0.000007856716,0.00002830405,0.0001988646,0.000007347337,0.001817028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002633601,"threshold_uncertainty_score":0.005236506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725251495082115,"score_gpt":0.2597126123430479,"score_spread":0.2424600973922267,"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."}}