{"id":"W1971083640","doi":"10.1021/pr0700246","title":"Assessing Detection Methods for Gel-Based Proteomic Analyses","year":2007,"lang":"en","type":"article","venue":"Journal of Proteome Research","topic":"Advanced Proteomics Techniques and Applications","field":"Chemistry","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computational biology; Chromatography; Proteomics; Computer science; Chemistry; Biology; Biochemistry; Gene","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":[0.009093231,0.0001397514,0.0002910719,0.0005431304,0.0003904951,0.0001654787,0.0004283817,0.000190609,0.00007205703],"category_scores_gemma":[0.001276446,0.000118566,0.0002346127,0.0005987869,0.0001312443,0.0003371928,0.00005654518,0.001037351,0.000002478041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004357019,"about_ca_system_score_gemma":0.0003116243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001268431,"about_ca_topic_score_gemma":0.000001973886,"domain_scores_codex":[0.9979203,0.0001244168,0.0007166315,0.0002318852,0.0004907093,0.0005160401],"domain_scores_gemma":[0.9968194,0.0007869191,0.0005177062,0.0003275523,0.001364679,0.0001837389],"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":[0.0001994983,0.00008189615,0.00005233138,0.0001536934,0.0000259985,0.00000408487,0.00001573926,0.00005421964,0.9116915,0.00006844094,0.00001742946,0.08763509],"study_design_scores_gemma":[0.0005129374,0.000165907,0.00008972518,0.0001272454,0.00001960725,0.00003618127,0.0001237046,0.00241502,0.9794093,0.01249868,0.004477953,0.0001237202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1688761,0.0001401446,0.8294151,0.000232308,0.00002239099,0.0006776015,0.000002438018,0.00003519759,0.0005987894],"genre_scores_gemma":[0.3581368,0.00001227611,0.6411475,0.000008379239,0.0003192704,0.0002304628,0.000001506124,0.00002925492,0.0001145425],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1892608,"threshold_uncertainty_score":0.4834981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2863233293081716,"score_gpt":0.6144922563299158,"score_spread":0.3281689270217442,"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."}}