{"id":"W2094158468","doi":"10.1016/j.aca.2005.05.060","title":"Advanced analytical tools in proteomics","year":2005,"lang":"en","type":"article","venue":"Analytica Chimica Acta","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National University of Singapore; Canadian Institute for Theoretical Astrophysics","keywords":"Computational biology; Proteomics; Proteome; Human proteome project; Drug discovery; Identification (biology); Function (biology); Organism; Human proteins; Chemistry; Computer science; Biology; Gene; Cell biology; Biochemistry; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0000966533,0.0001527381,0.0001631061,0.00006288297,0.00004876098,0.00002670607,0.0002207387,0.00013235,0.00001768015],"category_scores_gemma":[0.000115122,0.0001468377,0.00008862675,0.0001973651,0.00008251105,0.0000100656,0.0001049744,0.0001443845,0.00001704412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003605042,"about_ca_system_score_gemma":0.00004608761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001312841,"about_ca_topic_score_gemma":0.00003899569,"domain_scores_codex":[0.998953,0.00001823254,0.0002584525,0.0003906216,0.00009327581,0.0002863956],"domain_scores_gemma":[0.9992996,0.00001479061,0.00006108687,0.0004925776,0.00004506181,0.00008683276],"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":[0.00006899962,0.0002391463,0.0003410436,0.000004755391,0.00002297263,0.000001462807,0.00001142619,0.00002279165,0.984027,0.002235814,0.002545883,0.01047866],"study_design_scores_gemma":[0.001083043,0.0003482018,0.004586862,0.00004232388,0.00004796448,0.00003723348,0.00004314337,0.01409699,0.6289195,0.001294226,0.3487359,0.000764635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985832,0.00001260691,0.001032996,0.005282198,0.0000160148,0.0004110631,0.00001818146,0.00005645415,0.007338477],"genre_scores_gemma":[0.9603332,0.000128895,0.03797904,0.0006997372,0.0001553573,0.00002931167,0.00008255735,0.00002180693,0.0005701156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3551075,"threshold_uncertainty_score":0.5987868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165747193809445,"score_gpt":0.299415992443939,"score_spread":0.2828412730629945,"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."}}