{"id":"W2123788376","doi":"10.7150/ijbs.5.578","title":"Fungal Bioconversion of Lignocellulosic Residues; Opportunities &amp; Perspectives","year":2009,"lang":"en","type":"review","venue":"International Journal of Biological Sciences","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":710,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Bioconversion; Chemistry; Biotechnology; Food science; Biology; Fermentation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006866778,0.0001977517,0.0005998824,0.0004261877,0.00004547107,0.00004802403,0.000843372,0.0002171846,0.0002639872],"category_scores_gemma":[0.00009168417,0.0001152201,0.0004116357,0.000200308,0.0004417425,0.0001694637,0.00006249756,0.0002819513,0.00001837164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052742,"about_ca_system_score_gemma":0.0001083842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003026237,"about_ca_topic_score_gemma":3.630403e-7,"domain_scores_codex":[0.9984542,0.0001031847,0.0006462249,0.0001784815,0.0004752378,0.0001426922],"domain_scores_gemma":[0.9989865,0.0001087043,0.0004803909,0.00007337547,0.0002727553,0.00007829132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002096263,0.0001031631,0.00003855728,0.0005732988,0.0002109174,0.00003856776,0.0001412995,0.00001498545,0.0002500845,0.0004943715,0.004442911,0.9936709],"study_design_scores_gemma":[0.00008618511,0.0002382787,0.00002344913,0.001601571,0.00004951022,0.0002388172,0.000364991,0.000007143045,0.000205372,0.0002509162,0.9967688,0.0001649844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001386597,0.9950346,0.00005798316,0.0003199257,0.001379111,0.00008463064,0.00002167485,0.00002704868,0.001688391],"genre_scores_gemma":[0.005928795,0.9928293,0.0005381758,0.00002016906,0.0005464226,6.842251e-7,0.000007391516,0.000004817538,0.000124217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9935059,"threshold_uncertainty_score":0.4698539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1780889426087307,"score_gpt":0.3439810257926211,"score_spread":0.1658920831838904,"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."}}