{"id":"W7052457072","doi":"","title":"Quantification of fungal biomass growth during citric acid production by «Aspergillus niger» on expanded clay solid substrate","year":2008,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Citric acid; Aspergillus niger; Biomass (ecology); Sugar; Fermentation; Ammonium; Inert; Substrate (aquarium)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001515302,0.000324637,0.00020928,0.0002950797,0.0001536096,0.0002840667,0.0001862663,0.0002339995,0.0006079018],"category_scores_gemma":[0.0001482415,0.0001562923,0.0002097521,0.0003772367,0.000127502,0.0002051931,0.000229945,0.000397237,0.0002377354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001455257,"about_ca_system_score_gemma":0.0001069263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001420464,"about_ca_topic_score_gemma":0.001927634,"domain_scores_codex":[0.9998192,0.00002735742,0.00001809102,0.0000563351,0.00005512449,0.00002383059],"domain_scores_gemma":[0.9998657,0.00003919893,0.00003004277,0.00001432344,0.0000293221,0.00002149436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004047283,0.00001226845,0.0003399544,0.0000143875,0.000001847227,0.00001479343,0.00001640949,0.00002486399,0.9988249,0.000007397896,0.000005623248,0.0006970015],"study_design_scores_gemma":[0.000003522505,0.0002467365,0.01090616,0.0000103929,0.000008863967,0.00006548187,0.0000665279,0.0005818896,0.9876622,0.0000138628,0.0004285771,0.000005853191],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931758,0.0004975921,0.003602104,0.0000265485,0.00001140572,0.00005311161,0.0009497341,0.00004864192,0.001635134],"genre_scores_gemma":[0.9775991,0.001045647,0.01524239,0.00004524303,0.000009228269,0.0001142091,0.001765665,0.00002335851,0.00415516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001420464,"threshold_uncertainty_score":0.002824366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671655616366948,"score_gpt":0.2537617535795449,"score_spread":0.2370451974158755,"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."}}