{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003086727,0.0001281946,0.000152137,0.0002050694,0.0000704151,0.00004611578,0.0003089135,0.0002830383,0.00001725022],"category_scores_gemma":[0.0001387905,0.0001158233,0.0000332375,0.0001834381,0.0001700571,0.000004478853,0.0005926553,0.0001539599,0.00005303894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002584988,"about_ca_system_score_gemma":0.00002809026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001589632,"about_ca_topic_score_gemma":0.00001647378,"domain_scores_codex":[0.9988852,0.00001824532,0.0002099299,0.0003090504,0.0001707533,0.0004068393],"domain_scores_gemma":[0.999374,0.00002192346,0.00005595108,0.0004109832,0.0000544216,0.00008271506],"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":[0.0003325696,0.0002442201,0.09808076,0.002998256,0.00086401,0.000107635,0.0004701693,0.0002728444,0.193931,0.1047604,0.01020535,0.5877328],"study_design_scores_gemma":[0.005677769,0.003534012,0.005650828,0.0005506265,0.0001176133,0.0003967024,0.03378708,0.01162238,0.1045268,0.005509289,0.8268597,0.001767151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644378,0.0005430933,0.02069504,0.0007836466,0.0003099256,0.0005301921,0.00002160482,0.0001239427,0.0125547],"genre_scores_gemma":[0.9782711,0.0002882887,0.02051838,0.0001034883,0.00006369505,0.00002310425,0.00004720509,0.00001667665,0.0006680277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8166544,"threshold_uncertainty_score":0.4723136,"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."}}