{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.768834,0.002828122,0.004703408,0.009260219,0.00496252,0.01551184,0.01133379,0.02190857,0.001914617],"category_scores_gemma":[0.7732787,0.002231988,0.003693076,0.004159591,0.02105197,0.01086756,0.01145892,0.01490447,0.001355901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009335984,"about_ca_system_score_gemma":0.04814614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004590071,"about_ca_topic_score_gemma":0.006149669,"domain_scores_codex":[0.2379647,0.4706393,0.1159,0.02399612,0.1470515,0.004448285],"domain_scores_gemma":[0.07458889,0.7041407,0.07172716,0.04314527,0.1005766,0.005821394],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005122713,0.001149179,0.07834575,0.02135307,0.00394119,0.01066493,0.03103421,0.004315312,0.01620392,0.2618013,0.07971725,0.486351],"study_design_scores_gemma":[0.001518534,0.006151452,0.06678552,0.05715725,0.003299714,0.01411976,0.01326962,0.01941718,0.03502252,0.3021708,0.4794852,0.001602491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.04630958,0.03815075,0.3944311,0.4607852,0.01284609,0.01260677,0.0006576785,0.001212995,0.03299988],"genre_scores_gemma":[0.3354798,0.006214361,0.4946953,0.1410045,0.008311315,0.009311621,0.0003897517,0.0005420086,0.004051387],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.231166,"threshold_uncertainty_score":0.2850689,"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."}}