{"id":"W2071498252","doi":"10.4155/bio.14.266","title":"The Importance of Choosing The Appropriate Matrix to Validate A Bioanalytical Method According to The Study Needs","year":2014,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Growth Hormone and Insulin-like Growth Factors","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"inVentiv Health Clinical","funders":"","keywords":"Bioanalysis; Troubleshooting; Human health; Medical education; Chemistry; Engineering; Medicine; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1525338,0.002110751,0.003696681,0.003954665,0.002829253,0.006807106,0.002952447,0.006406419,0.003317001],"category_scores_gemma":[0.1778589,0.001863137,0.001561087,0.002171946,0.007342798,0.005262951,0.003016849,0.003712678,0.004795579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741017,"about_ca_system_score_gemma":0.005742452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003266467,"about_ca_topic_score_gemma":0.006725473,"domain_scores_codex":[0.8833182,0.06816112,0.009179039,0.008329057,0.02942608,0.001586462],"domain_scores_gemma":[0.835153,0.1130216,0.006115653,0.01150185,0.0325616,0.001646158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001994964,0.001624856,0.06614068,0.01529758,0.00180648,0.00173823,0.005136798,0.004576442,0.3642557,0.01385262,0.05082609,0.4727496],"study_design_scores_gemma":[0.001101509,0.006943956,0.09973098,0.01272019,0.002436298,0.01428162,0.01052397,0.02745539,0.2904554,0.08173734,0.4513097,0.001303685],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07277972,0.07080616,0.7475007,0.05604512,0.008745804,0.01232498,0.001482532,0.002592889,0.02772205],"genre_scores_gemma":[0.1224767,0.02017564,0.8225508,0.0185685,0.002236333,0.007071813,0.00103416,0.001329877,0.004556034],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1525338,"threshold_uncertainty_score":0.8066852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152236847845494,"score_gpt":0.3323215244387334,"score_spread":0.3107991559602785,"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."}}