{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003476344,0.0002591817,0.000506134,0.0001683032,0.0005314876,0.00008066509,0.0004010586,0.0001463427,0.0008988979],"category_scores_gemma":[0.001149847,0.0001595866,0.0003536621,0.00099015,0.000379346,0.0000867897,0.0001440747,0.0003015802,0.00006881385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003423189,"about_ca_system_score_gemma":0.00001549499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000206162,"about_ca_topic_score_gemma":0.0001404623,"domain_scores_codex":[0.9962915,0.001575812,0.0006150017,0.001042284,0.00006477044,0.0004106717],"domain_scores_gemma":[0.997646,0.0004349861,0.000218974,0.001542061,0.00009711623,0.00006091154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002258968,0.000220766,0.004360099,0.000004126298,0.0009336115,0.000001031194,0.000111877,4.034196e-7,0.01002848,0.0004847686,0.04704575,0.9367865],"study_design_scores_gemma":[0.0004558568,0.0001431923,0.008160989,0.00001213547,0.001583159,0.00001210308,0.0005255981,0.00007476847,0.005052888,0.002094799,0.981526,0.0003584828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02606986,0.2341489,0.03393801,0.6583844,0.001461458,0.001830444,0.002297329,0.0007531194,0.04111643],"genre_scores_gemma":[0.9840834,0.001997932,0.004091328,0.004837028,0.00007037025,0.00001065651,0.0003794083,0.00002015461,0.0045097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9580135,"threshold_uncertainty_score":0.9842302,"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."}}