{"id":"W1977097876","doi":"10.1136/bmj.g1976","title":"Patient commentary: my experience of gestational diabetes","year":2014,"lang":"en","type":"article","venue":"BMJ","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Newman Theological College","funders":"","keywords":"Isomerization; Chemistry; Monoclonal antibody; Deamidation; Chromatography; Recombinant DNA; Complementarity (molecular biology); Combinatorial chemistry; Computational biology; Antibody; Biochemistry; Enzyme; Catalysis; 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":[0.0001005502,0.00003581365,0.00004236657,0.000006543776,0.00002070629,0.000002726801,0.00005608763,0.00002422466,0.00003167331],"category_scores_gemma":[0.00009523861,0.00003317085,0.00002218716,0.00001841584,0.00005536462,0.000001171004,0.00002756015,0.0000149146,0.000002546668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002969842,"about_ca_system_score_gemma":0.000009696221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005757828,"about_ca_topic_score_gemma":0.000002420571,"domain_scores_codex":[0.9996139,0.00004349023,0.0001167546,0.00009998453,0.00006679224,0.00005904426],"domain_scores_gemma":[0.9996937,0.000009409215,0.00005047978,0.0001814442,0.00004083704,0.00002414961],"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":[0.00005238345,0.0002447649,0.156057,0.00003393031,0.00002561919,1.151122e-7,0.0006778622,0.00003292016,0.7839388,0.001544823,0.01958633,0.03780539],"study_design_scores_gemma":[0.0002250992,0.0001914223,0.07006354,0.000005253728,0.000002293331,3.678311e-7,0.0001332084,0.0001858608,0.685587,0.0002965431,0.2432122,0.00009718821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964911,0.00008201406,0.0008255664,0.001413879,0.00004245425,0.0001197524,0.00001260936,0.000003229172,0.001009413],"genre_scores_gemma":[0.9976154,0.000003507771,0.001246072,0.0009554444,0.00003798956,0.00004726244,0.0000646207,0.000002516538,0.00002719811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2236259,"threshold_uncertainty_score":0.1352668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00955049652138109,"score_gpt":0.2663653935726361,"score_spread":0.256814897051255,"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."}}