{"id":"W2114957519","doi":"10.1002/bit.24597","title":"Observing and modeling BMCC degradation by commercial cellulase cocktails with fluorescently labeled <i>Trichoderma reseii</i> Cel7A through confocal microscopy","year":2012,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cellulase; Depolymerization; Cellulose; Chemistry; Microcrystalline cellulose; Hydrolysis; Enzymatic hydrolysis; Substrate (aquarium); Cellulosic ethanol; Chromatography; Confocal microscopy; Biochemistry; Organic chemistry; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002239803,0.0005133349,0.000307661,0.0002835444,0.000124756,0.0003408023,0.0005421762,0.0006296053,0.0004112106],"category_scores_gemma":[0.0003036197,0.0002506724,0.0005527007,0.0002725561,0.0001856179,0.0003129731,0.0001481248,0.0003508631,0.0001964788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232169,"about_ca_system_score_gemma":0.0005463439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01764622,"about_ca_topic_score_gemma":0.009368052,"domain_scores_codex":[0.9999065,0.000006394285,0.000005175573,0.00002914576,0.00003079991,0.00002204097],"domain_scores_gemma":[0.999887,0.00004631556,0.00002962285,0.000007699167,0.00002331139,0.000005969318],"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":[0.00009655679,0.00007920858,0.002510204,0.0001438601,0.00002409658,0.0001632258,0.00006340737,0.3734934,0.618085,0.0005930223,0.0001106033,0.004637524],"study_design_scores_gemma":[0.000003464713,0.00003759578,0.0009250237,0.000003128591,0.000007706472,0.00002638132,0.00001326282,0.8873046,0.1114025,0.000051372,0.0002168644,0.000008083857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307808,0.0004247105,0.06650439,0.00005620324,0.000005916895,0.00004890344,0.0004126715,0.0002639863,0.001502524],"genre_scores_gemma":[0.9592272,0.0009138791,0.03789568,0.00001695518,0.00000194044,0.0001071575,0.0002942937,0.00004654453,0.001496356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01764622,"threshold_uncertainty_score":0.03508705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599276350991724,"score_gpt":0.2139237997580022,"score_spread":0.197931036248085,"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."}}