{"id":"W7161852383","doi":"10.82308/46554","title":"Increasing biosolids phosphorus fertilizer value and decreasing biogas carbon dioxide content for municipal wastewater treatment processes with anaerobic digestion","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biosolids; Fertilizer; Phosphorus; Biogas; Anaerobic digestion; Sewage treatment; Sewage sludge; Carbon dioxide; Phosphate","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"],"consensus_categories":[],"category_scores_codex":[0.0001919164,0.0005891618,0.0005143008,0.0001318851,0.0002985093,0.0001254331,0.0001954027,0.0001989699,0.00003948657],"category_scores_gemma":[0.00007351114,0.0004150654,0.00009324858,0.0003221217,0.00008794585,0.0001754006,0.00009609812,0.0001002572,0.000003868071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006299189,"about_ca_system_score_gemma":0.00007870403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03101878,"about_ca_topic_score_gemma":0.01151403,"domain_scores_codex":[0.9977874,0.00005648194,0.0004059303,0.0008731574,0.0003387305,0.0005382833],"domain_scores_gemma":[0.9990799,0.000143855,0.0002092958,0.0003593633,0.00003868176,0.0001689069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.07879485,0.008846627,0.5742221,0.006831666,0.005554384,0.0002971666,0.02731125,0.003183504,0.1844144,0.007444487,0.0007647362,0.1023348],"study_design_scores_gemma":[0.008990501,0.004265958,0.1240581,0.00393828,0.003061243,0.00003417645,0.0088544,0.002566294,0.816766,0.0007744011,0.0237123,0.002978401],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906787,0.001310746,0.00002403022,0.0001018194,0.0001837727,0.001877499,0.00002135972,0.00009413408,0.005707916],"genre_scores_gemma":[0.9832845,0.002068029,0.002491288,0.00007753806,0.00002604355,0.0005147198,0.0006304883,0.00006113029,0.01084627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6323515,"threshold_uncertainty_score":0.9998301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841989305249832,"score_gpt":0.2380774200918951,"score_spread":0.2196575270393968,"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."}}