{"id":"W1515542254","doi":"10.1023/a:1007669411738","title":"Bioanalytical Method Validation—A Revisit with a Decade of Progress","year":2000,"lang":"en","type":"article","venue":"Pharmaceutical Research","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1571,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada); University of Saskatchewan","funders":"","keywords":"Bioanalysis; Data science; Computer science; Computational biology; Nanotechnology; Biochemical engineering; Engineering ethics; Biology; Engineering; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1361143,0.004647984,0.006403918,0.01178348,0.00292746,0.01281385,0.009210793,0.01160664,0.001557865],"category_scores_gemma":[0.0664339,0.002504383,0.003162711,0.006148632,0.01828221,0.01743632,0.00640651,0.01668626,0.002826429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006716844,"about_ca_system_score_gemma":0.01985174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005961764,"about_ca_topic_score_gemma":0.00810727,"domain_scores_codex":[0.9498542,0.01280222,0.009391985,0.005732586,0.02125984,0.0009591557],"domain_scores_gemma":[0.7929505,0.1104531,0.006610642,0.01179051,0.07457184,0.003623435],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000175889,0.0005993513,0.002802674,0.009420604,0.0003339841,0.0003313503,0.0008145672,0.0007325482,0.006543387,0.01189887,0.04760891,0.9187378],"study_design_scores_gemma":[0.0001524521,0.0010094,0.006135663,0.008788722,0.0005043488,0.005024616,0.001521645,0.00342897,0.01682459,0.03039175,0.9257249,0.0004930162],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.002379647,0.8871344,0.04672861,0.04823838,0.01124677,0.0002597542,0.0001506417,0.0005566343,0.003305188],"genre_scores_gemma":[0.02195134,0.8030343,0.09540915,0.04834148,0.02317187,0.0002900764,0.000571618,0.0004927073,0.006737475],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8638857,"threshold_uncertainty_score":0.7198497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1704924968469756,"score_gpt":0.5186894285672768,"score_spread":0.3481969317203012,"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."}}