{"id":"W2899935769","doi":"10.1007/s12649-018-0490-8","title":"Classification and Assessment Models of First Year Biosolids Phosphorus Bioavailability","year":2018,"lang":"en","type":"article","venue":"Waste and Biomass Valorization","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Global Affairs Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Biosolids; Bioavailability; Phosphorus; Environmental science; Sewage sludge; Environmental chemistry; Mathematics; Environmental engineering; Chemistry; Sewage treatment; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002084891,0.00009087739,0.00009599401,0.00003228358,0.0001234654,0.00002580719,0.00006833689,0.00004934036,0.00008272025],"category_scores_gemma":[0.000006750709,0.00007795783,0.00001715559,0.0002431774,0.0002631047,0.000218145,0.0001346618,0.00002623962,0.00001252409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004920339,"about_ca_system_score_gemma":0.000004654979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002130804,"about_ca_topic_score_gemma":0.00004067718,"domain_scores_codex":[0.9992137,0.00002045326,0.0001842937,0.0002747524,0.0001851584,0.0001216368],"domain_scores_gemma":[0.9996453,0.00001196105,0.00009439428,0.0001740103,0.00001981801,0.00005449756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007549324,0.0002513261,0.9346663,0.00007135169,0.0000263477,4.869621e-7,0.0004924304,0.00001975319,0.03938895,0.009406589,0.001455856,0.01414506],"study_design_scores_gemma":[0.001186246,0.0007340065,0.793475,0.00004636146,0.00007543524,0.000001377595,0.0007726749,0.1251102,0.04874012,0.008342203,0.02110987,0.0004064877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876249,0.00005270409,0.005551205,0.0002760505,0.0001079674,0.0002293962,0.0000103372,0.00002029322,0.006127108],"genre_scores_gemma":[0.9978303,0.0003758814,0.001618617,0.00002047446,0.00003108413,0.000008350064,0.00001657946,0.000006463239,0.00009226731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1411914,"threshold_uncertainty_score":0.3179028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080260001121789,"score_gpt":0.2401149746586784,"score_spread":0.2193123746474605,"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."}}