{"id":"W4395030349","doi":"10.1186/s13068-024-02500-w","title":"Insights into the action of phylogenetically diverse microbial expansins on the structure of cellulose microfibrils","year":2024,"lang":"en","type":"article","venue":"Biotechnology for Biofuels and Bioproducts","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Academy of Finland","keywords":"Cellulase; Cellulose; Cell wall; Chemistry; Pulp (tooth); Polysaccharide; Xylan; Cellulose fiber; Hardwood; Biochemistry; Botany; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008397752,0.0001362928,0.0001558755,0.00002860719,0.000138624,0.000026324,0.0002489234,0.0002723271,0.00002683936],"category_scores_gemma":[0.00003441496,0.00003783776,0.00007806186,0.0003046262,0.0004197823,0.00002534788,0.00008148911,0.0001305807,0.000002542291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006377782,"about_ca_system_score_gemma":0.00001048636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001751154,"about_ca_topic_score_gemma":0.0001685022,"domain_scores_codex":[0.9992442,0.00002570269,0.0001824381,0.0003125478,0.00007587222,0.0001592338],"domain_scores_gemma":[0.9996054,0.0001462947,0.0000779995,0.0001107271,0.00003765114,0.00002196081],"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":[0.00004382066,0.00002050514,0.00002661443,0.00004607148,0.00003050811,7.175044e-7,0.0001166346,1.155086e-7,0.920726,0.005321539,0.0002542271,0.07341325],"study_design_scores_gemma":[0.00004426787,0.0003714369,0.0007181902,0.00003384052,0.00002798295,0.000006699925,0.000189542,0.0000114767,0.965142,0.003653332,0.02971488,0.00008637017],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881632,0.002827076,0.000003010224,0.008089276,0.0003166128,0.0003451204,0.0002161004,0.00003109541,0.000008512309],"genre_scores_gemma":[0.9986506,0.0008827894,0.00007535952,0.0001029321,0.0001735407,0.000001962743,0.00002754935,0.000001364974,0.00008392064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07332689,"threshold_uncertainty_score":0.2100436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844907376756784,"score_gpt":0.2163055769335629,"score_spread":0.197856503165995,"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."}}