{"id":"W2921601999","doi":"10.1177/2472630319834471","title":"Establishing and Maintaining a Robust Sample Management System","year":2019,"lang":"en","type":"article","venue":"SLAS TECHNOLOGY","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Sample (material); Best practice; Business; Process management; Process (computing); Operations management; Quality (philosophy); Knowledge management; Computer science; Engineering management; Engineering; Management; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.01312055,0.0007850193,0.001488201,0.003223872,0.001821873,0.006203702,0.004370017,0.00157647,0.003242594],"category_scores_gemma":[0.02195403,0.001074751,0.000776764,0.001836837,0.001419081,0.005903458,0.007012825,0.002993864,0.004623866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470619,"about_ca_system_score_gemma":0.005875019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190224,"about_ca_topic_score_gemma":0.001089402,"domain_scores_codex":[0.989588,0.001065201,0.001348509,0.002677792,0.004515243,0.0008053076],"domain_scores_gemma":[0.9671844,0.004072095,0.002837998,0.01378315,0.00997212,0.002150224],"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":[0.001408114,0.001158052,0.04105741,0.0005266019,0.0004369869,0.0008497659,0.00099214,0.02113465,0.3510156,0.01752595,0.03717243,0.5267223],"study_design_scores_gemma":[0.0002547515,0.0008009038,0.0176894,0.0001158704,0.0002631085,0.0009903079,0.0003282023,0.4665859,0.3962643,0.01202448,0.104379,0.0003037958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03712977,0.0001982563,0.9043521,0.0007380528,0.0002249879,0.0008155873,0.0005603311,0.05473548,0.001245396],"genre_scores_gemma":[0.2588229,0.0001850896,0.7280666,0.0007834696,0.000391903,0.001035282,0.003706972,0.00263009,0.004377764],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01312055,"threshold_uncertainty_score":0.06938893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952263184488738,"score_gpt":0.2389582351046034,"score_spread":0.229435603259716,"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."}}