{"id":"W2139470111","doi":"10.4155/bio.09.108","title":"Incurred Sample Reproducibility: Views and Recommendations by the European Bioanalysis Forum","year":2009,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Bioanalysis; Sample (material); Safeguarding; Reproducibility; Computer science; Process (computing); Data science; Medicine; Chromatography; Chemistry","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":["metaresearch"],"category_scores_codex":[0.2500525,0.002849706,0.003600214,0.006248332,0.004815167,0.01632982,0.01512931,0.04396102,0.005956217],"category_scores_gemma":[0.257829,0.001589855,0.004584465,0.005871127,0.006072225,0.01266476,0.00848709,0.0218032,0.00638211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008191752,"about_ca_system_score_gemma":0.04992295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01450014,"about_ca_topic_score_gemma":0.009109465,"domain_scores_codex":[0.8198182,0.0590722,0.02672726,0.005699303,0.08077119,0.007911847],"domain_scores_gemma":[0.5666009,0.1295843,0.03393512,0.01902232,0.2276778,0.02317959],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005641254,0.0005111069,0.004184651,0.002382016,0.0001892635,0.00136498,0.002580255,0.00097968,0.007314527,0.01380669,0.8154917,0.150631],"study_design_scores_gemma":[0.0001002385,0.0001644591,0.004580463,0.004447905,0.0002213212,0.0005517898,0.002000364,0.0008880692,0.005541569,0.009267791,0.9719795,0.0002566585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004707995,0.04378951,0.02315398,0.8515555,0.04526118,0.001257977,0.002150217,0.0006232352,0.02750044],"genre_scores_gemma":[0.05835665,0.04892114,0.1994874,0.5923648,0.02646684,0.003779396,0.006190223,0.001965027,0.06246863],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7499475,"threshold_uncertainty_score":0.9248188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759757155892282,"score_gpt":0.3136246980115632,"score_spread":0.2760271264526404,"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."}}