{"id":"W7097263067","doi":"","title":"Recommended Citation Kachler, Matthew Jacob, "Optimizing the Removal of Microbial Inhibitors From Steam Exploded Lignocellulosic Biomass to Improve Hydrogen Production " (2012). Electronic Theses and Dissertations. Paper 4817. Optimizing the Removal of Mi","year":2012,"lang":"en","type":"article","venue":"","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permission; Windsor; Production (economics); Citation; Lignocellulosic biomass","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001262908,0.0005877549,0.00124741,0.003423771,0.001270356,0.003571306,0.001034973,0.00105265,0.1756828],"category_scores_gemma":[0.004912839,0.0003773507,0.000263346,0.008904518,0.0004890537,0.003446812,0.001034269,0.001018626,0.05475288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075472,"about_ca_system_score_gemma":0.003781674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01226363,"about_ca_topic_score_gemma":0.03994903,"domain_scores_codex":[0.9994387,0.0000435716,0.0000510923,0.00007913843,0.0003511296,0.00003630935],"domain_scores_gemma":[0.9975079,0.000363302,0.0001469101,0.0001129543,0.001600456,0.0002684754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002231255,0.00003360059,0.0004023793,0.0005969122,0.000004968392,0.00003703203,0.0001125092,0.0001181068,0.0002855201,0.001437869,0.8678094,0.1291393],"study_design_scores_gemma":[0.000007955004,0.00002254002,0.001754361,0.0002993406,0.000009235246,0.00007295819,0.0001776307,0.0001519272,0.0003922024,0.0006035393,0.9964979,0.00001055982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005960926,0.1137926,0.01021095,0.09292624,0.151418,0.0009336433,0.01722768,0.001320537,0.6062095],"genre_scores_gemma":[0.01405526,0.07057028,0.005366328,0.004409064,0.009123088,0.0001472213,0.005420218,0.0004375344,0.8904711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8243172,"threshold_uncertainty_score":0.5877177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746097146264338,"score_gpt":0.2264461508208048,"score_spread":0.2089851793581614,"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."}}