{"id":"W2011348283","doi":"10.6000/1927-3037.2015.04.01.2","title":"Bioprocessing of Crop Residues using Fibrolytic Enzymes and Flavobacterium bolustinum for Enriching Animal Feed","year":2015,"lang":"en","type":"article","venue":"International Journal of Biotechnology for Wellness Industries","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kurukshetra University; University Grants Commission","keywords":"Bioprocess; Biotechnology; Animal feed; Biology; Agronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003013445,0.0001237003,0.0002234067,0.000294387,0.00005563548,0.00004669246,0.0002392495,0.0003478867,0.000003164562],"category_scores_gemma":[0.0002728711,0.0001115259,0.00005411773,0.0001253321,0.0002230974,0.0002780591,0.00005379002,0.0002245543,2.121582e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007587336,"about_ca_system_score_gemma":0.00007824363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008606436,"about_ca_topic_score_gemma":0.000001259644,"domain_scores_codex":[0.99918,0.000009560513,0.0004009584,0.0001132297,0.0001536697,0.0001425598],"domain_scores_gemma":[0.9993315,0.00005098382,0.0002712521,0.00006739816,0.000231911,0.00004701013],"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":[0.001480746,0.00007760657,0.001706728,0.0004545431,0.0005033328,0.00001181825,0.0005602935,0.001484262,0.8122381,0.001004003,0.003215057,0.1772635],"study_design_scores_gemma":[0.0009319856,0.0002225932,0.00009526461,0.0001291523,0.0000413226,0.0001988525,0.0009878553,0.003483414,0.9811158,0.0005175619,0.01215514,0.0001211243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835302,0.001219443,0.01083211,0.00288458,0.001319553,0.000116768,0.00003457874,0.00005292007,0.000009893533],"genre_scores_gemma":[0.9978284,0.00006235275,0.001692484,0.00001909441,0.0003450279,0.000001998994,0.000005223034,0.00001712992,0.00002827843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771424,"threshold_uncertainty_score":0.4547893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03177484306109619,"score_gpt":0.2702258372471292,"score_spread":0.238450994186033,"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."}}