{"id":"W4392553517","doi":"10.2139/ssrn.4750857","title":"Microbial Conversion of Liquid Pig Manure into Microbial Fertilizer","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Canada; Agriculture and Agri-Food Canada","funders":"","keywords":"Liquid manure; Manure; Fertilizer; Agronomy; Environmental science; Biotechnology; Chemistry; Pulp and paper industry; Biology; Engineering","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":[0.0001358609,0.0003201447,0.0002467334,0.0001363206,0.0001462905,0.0004383484,0.0001483051,0.0003599289,0.001395314],"category_scores_gemma":[0.0001516693,0.00007402286,0.000321473,0.0002085066,0.0001313003,0.0002905307,0.0002619619,0.0003351056,0.0004189726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360784,"about_ca_system_score_gemma":0.0001973714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009871846,"about_ca_topic_score_gemma":0.0009621498,"domain_scores_codex":[0.9999217,0.0000141354,0.000003892573,0.00001842834,0.00001795572,0.0000238139],"domain_scores_gemma":[0.9999783,0.000008134398,0.000003026231,0.00000354024,0.000003595346,0.00000345583],"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":[0.0002231019,0.000125504,0.0005252496,0.0001317578,0.00001721956,0.0001953948,0.00003266689,0.001175445,0.9764912,0.0007476552,0.00009747947,0.02023727],"study_design_scores_gemma":[0.00001526521,0.0002960375,0.001410966,0.00001269008,0.00001379051,0.0001131998,0.00003867467,0.003812375,0.9913275,0.000511526,0.002443715,0.000004195625],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98181,0.001120533,0.00928729,0.0001184151,0.0001094294,0.00002946368,0.0001760905,0.00004292319,0.007305911],"genre_scores_gemma":[0.9893587,0.0006374424,0.003932187,0.00002343952,0.000009216924,0.00001172645,0.0002228348,0.00001413977,0.005790282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001395314,"threshold_uncertainty_score":0.004667819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005655997449564222,"score_gpt":0.207709742065175,"score_spread":0.2020537446156108,"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."}}