{"id":"W2108743111","doi":"10.4155/bio.14.258","title":"Justifying The Lack of Incurred Sample Reproducibility in A Study: Considerations and Strategies","year":2015,"lang":"en","type":"article","venue":"Bioanalysis","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"inVentiv Health Clinical","funders":"","keywords":"Guideline; Sample (material); Agency (philosophy); Accounting; Reproducibility; Business; Medicine; Pathology; 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":[0.002745951,0.00009329768,0.0003187139,0.00009532342,0.00007720418,0.00002533959,0.00008964122,0.00008650332,0.0001054598],"category_scores_gemma":[0.00284178,0.0000570858,0.00005834378,0.0003771973,0.0003881052,0.00005431484,0.00009727578,0.0001462415,0.00000283148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001749218,"about_ca_system_score_gemma":0.0000841245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001548809,"about_ca_topic_score_gemma":0.002057917,"domain_scores_codex":[0.9984047,0.0006136479,0.0003655182,0.0004397305,0.00003991308,0.0001364949],"domain_scores_gemma":[0.9985112,0.0005927994,0.00009594335,0.0006644591,0.0001162367,0.00001935493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002301411,0.001635162,0.9449611,0.00006097263,0.001712077,0.000009726323,0.009191048,0.0001111036,0.01103233,0.01093492,0.001278905,0.01884246],"study_design_scores_gemma":[0.006011237,0.001254844,0.7567081,0.00006213172,0.003455193,0.00003591463,0.1387061,0.0008883177,0.0140239,0.06581345,0.01213293,0.0009077899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885262,0.006843625,0.0003617083,0.003094128,0.0001431526,0.000348003,0.00005108937,0.00002203625,0.0006101129],"genre_scores_gemma":[0.9985656,0.00002707537,0.001232811,0.0000810545,0.000008899256,0.000008862489,0.000004519491,0.00000302634,0.00006814179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.188253,"threshold_uncertainty_score":0.3402081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2293685819253327,"score_gpt":0.4036808878470402,"score_spread":0.1743123059217075,"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."}}