{"id":"W2279055990","doi":"10.1002/bmb.20928","title":"Expression, purification, and characterization of a carbohydrate‐active enzyme: A research‐inspired methods optimization experiment for the biochemistry laboratory","year":2015,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Enzyme; Biochemistry; Carbohydrate; Chemistry; Computational biology; Chromatography; 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":[0.0009846603,0.000164715,0.0001523232,0.0000660046,0.0001553355,0.00003431521,0.0002071722,0.0003451239,0.000003298745],"category_scores_gemma":[0.00109672,0.0001329209,0.00003967663,0.0001773167,0.0006011238,0.000008880681,0.0001450908,0.0001133669,3.133092e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003450867,"about_ca_system_score_gemma":0.0007851332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001342313,"about_ca_topic_score_gemma":3.525854e-7,"domain_scores_codex":[0.9986727,0.0001988856,0.000321371,0.0004002322,0.0001619506,0.0002449049],"domain_scores_gemma":[0.9981848,0.00006496759,0.0001773459,0.000408157,0.0009628307,0.0002018714],"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":[0.0001224113,0.0001060727,0.0000570327,0.00009230876,0.00003958388,6.723794e-8,0.0002437844,0.000006554057,0.9913504,0.00005689381,0.0005093376,0.007415615],"study_design_scores_gemma":[0.0003931073,0.0002266755,0.00007122802,0.00002666773,0.00002221997,0.000003580196,0.001261293,0.0005143528,0.989783,0.0001334695,0.007420162,0.0001442332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8960069,0.004723089,0.09671091,0.00125589,0.0002278209,0.0008052377,0.0001288285,0.00001177082,0.0001295903],"genre_scores_gemma":[0.9740545,0.0009802853,0.02227695,0.0002062283,0.0002541752,0.0004441112,0.001571616,0.00002108479,0.0001911031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07804758,"threshold_uncertainty_score":0.5420356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869860982685713,"score_gpt":0.3783314687922576,"score_spread":0.3496328589654005,"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."}}