{"id":"W1972443735","doi":"10.1002/btpr.1937","title":"Comparisons of five <scp><i>S</i></scp><i>accharomyces cerevisiae</i> strains for ethanol production from SPORL‐pretreated lodgepole pine","year":2014,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Forest Protection Limited; Small Business Innovation Research","keywords":"Hydrolysate; Xylose; Chemistry; Fermentation; Toxicity; Biomass (ecology); Food science; Sulfite; Ethanol fuel; Yeast extract; Acute toxicity; Pulp and paper industry; Biochemistry; Biology; Hydrolysis; Agronomy; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001906847,0.0002807575,0.0004246296,0.0002425056,0.00009427826,0.00001998392,0.0003310731,0.0006605042,0.00001557002],"category_scores_gemma":[0.0001463029,0.0002648837,0.0001074517,0.0003961859,0.0004134433,0.0001143257,0.00006944548,0.0003097522,0.00002755038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003980488,"about_ca_system_score_gemma":0.00001587832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002265452,"about_ca_topic_score_gemma":0.000008113454,"domain_scores_codex":[0.998548,0.00003546403,0.000383528,0.0005090703,0.0001457458,0.0003782367],"domain_scores_gemma":[0.9990491,0.00004803001,0.0001768388,0.0005459464,0.0001123402,0.00006770193],"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":[0.00007469404,0.0006115514,0.007195498,0.001771102,0.0006555354,0.000004074281,0.0006751464,0.0004606488,0.8520178,0.001594619,0.07088343,0.06405596],"study_design_scores_gemma":[0.0006618687,0.0002078387,0.001293264,0.00008166309,0.00006752765,0.000009021192,0.0003070639,0.00361318,0.8678216,0.000175046,0.1256192,0.0001427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866412,0.002652409,0.003411638,0.00264181,0.001425026,0.001124774,0.0001815902,0.001683226,0.0002383099],"genre_scores_gemma":[0.9927021,0.000257504,0.006221039,0.00002771707,0.0002797419,0.00007339509,0.000173071,0.00004583593,0.0002195939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06391326,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260861737159065,"score_gpt":0.2277046419130316,"score_spread":0.215096024541441,"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."}}