{"id":"W7011698120","doi":"","title":"Nutrient sources for organic production: soil biological and agronomic responses","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Metallurgical and Alloy Processes","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Manure; Greenhouse; Microfauna; Long-term experiment; Exclosure","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002378913,0.0001737541,0.0003160985,0.0001150003,0.000222017,0.00005044899,0.0002339987,0.0001778693,0.0001738157],"category_scores_gemma":[0.00009415278,0.0001630584,0.00009267535,0.0001173937,0.0001484505,0.0001127771,0.000082096,0.0001047076,0.0001279164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000345411,"about_ca_system_score_gemma":0.00008508656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007141176,"about_ca_topic_score_gemma":0.01386935,"domain_scores_codex":[0.9990405,0.00004908071,0.0001082461,0.0004923384,0.0001368383,0.0001730415],"domain_scores_gemma":[0.999431,0.00009540814,0.0001630861,0.0001396122,0.0001081969,0.00006272779],"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":[0.002056736,0.0001732185,0.0004827838,0.002254692,0.0001019922,0.00002721009,0.00138474,0.00001278937,0.9863886,0.001369231,0.005020823,0.0007271321],"study_design_scores_gemma":[0.001710213,0.001644811,0.05631137,0.001379054,0.001049243,0.00005362168,0.1421998,0.0001428152,0.6255203,0.008511934,0.1596286,0.001848301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996303,0.0014508,0.00007677567,0.00083373,0.0006796286,0.0002807977,0.00003263248,0.00006056027,0.0002820753],"genre_scores_gemma":[0.9742609,0.0008953966,0.000828585,0.00001030015,0.0002384452,0.000002640364,0.000121651,0.00002153408,0.02362055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3608684,"threshold_uncertainty_score":0.7739425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347451611498138,"score_gpt":0.219064054559341,"score_spread":0.1955895384443596,"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."}}