{"id":"W4387867918","doi":"10.2139/ssrn.4610771","title":"A Novel Protaetia Brevitarsis Larvae Produce Frass Used as a Soil Amendment for Cd Immobilization and Fertility Improvement","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"","keywords":"Frass; Amendment; Larva; Chemistry; Biotechnology; Agronomy; Biology; Botany; Law; Political science","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":[0.0000727375,0.0004203984,0.0002257986,0.0002764724,0.0002399796,0.0003226825,0.0001853189,0.000326428,0.001425491],"category_scores_gemma":[0.00006504262,0.0001173279,0.0003161127,0.0001641662,0.0001085909,0.000171501,0.0002057595,0.0003462886,0.0004359093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961516,"about_ca_system_score_gemma":0.0001514973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001010033,"about_ca_topic_score_gemma":0.002557365,"domain_scores_codex":[0.9999524,0.000003202769,0.000003112952,0.00001797911,0.00001240055,0.00001085079],"domain_scores_gemma":[0.9999623,0.00000428892,0.000009176277,0.000006970931,0.000007255973,0.000009973235],"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":[0.00002024933,0.000007599888,0.0001405358,0.00001059079,0.000001459467,0.00002645719,0.000004416767,0.000009224447,0.9989034,0.000007579709,0.000008699581,0.0008598393],"study_design_scores_gemma":[0.000009843983,0.0003362503,0.01344756,0.000006510063,0.00003683745,0.0002934856,0.00003630876,0.0002251936,0.9827725,0.00002272829,0.002808232,0.000004558347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935834,0.0009023474,0.003000915,0.0001265018,0.00002788183,0.00003602177,0.0005630022,0.0001230523,0.001636978],"genre_scores_gemma":[0.984378,0.000612383,0.0055816,0.00005059224,0.000009905739,0.00002463678,0.0005996568,0.00003347523,0.00870978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001425491,"threshold_uncertainty_score":0.004768789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703919017516538,"score_gpt":0.2582673555163712,"score_spread":0.2312281653412058,"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."}}