{"id":"W4380837835","doi":"10.2139/ssrn.4479732","title":"A Methodology to Characterize Precipitated Minerals within Organic Waste and Throughout Their Transformation by Anaerobic Digestion: A Focus on Phosphorus","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Digestate; Leachate; Anaerobic digestion; Phosphorus; Biogas; Nutrient; Phosphate; Digestion (alchemy); Anaerobic exercise; Struvite; Chemistry; Environmental science; Pulp and paper industry; Waste management; Environmental chemistry; Biology; Chromatography; Biochemistry; Methane; Engineering; Organic 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":[0.0005747122,0.0008344814,0.0004625579,0.001116207,0.0006764788,0.0006917989,0.0008000885,0.001052525,0.001271109],"category_scores_gemma":[0.0004977432,0.0005123182,0.0005068388,0.0006843233,0.0005213741,0.0007223908,0.0009228007,0.001313129,0.001128804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002927232,"about_ca_system_score_gemma":0.0007389629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006177279,"about_ca_topic_score_gemma":0.001269011,"domain_scores_codex":[0.9995316,0.00006304098,0.00004075825,0.0001462168,0.0001660516,0.00005224775],"domain_scores_gemma":[0.9996829,0.00007074116,0.0000466004,0.00008221707,0.00008418911,0.00003341614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002823185,0.0000361714,0.0002407721,0.00007941935,0.00001038514,0.00003404788,0.00003382908,0.00007520298,0.9909033,0.000394976,0.000082326,0.008081271],"study_design_scores_gemma":[0.00001087347,0.0001546954,0.001203591,0.00000736106,0.00002574826,0.0003654087,0.00003842921,0.0011804,0.9891219,0.0004863463,0.007390961,0.00001441605],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.122309,0.002073281,0.869553,0.0003029497,0.000237484,0.0004840139,0.0008955342,0.0006762677,0.003468441],"genre_scores_gemma":[0.3136189,0.003493165,0.6634166,0.0002618336,0.00009511333,0.001188834,0.001887614,0.0003289171,0.01570901],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001271109,"threshold_uncertainty_score":0.004252255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873376890445173,"score_gpt":0.2612210147732231,"score_spread":0.2324872458687713,"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."}}