{"id":"W2021700870","doi":"10.1089/cpt.2004.2.209","title":"Automated Cell Isolation Laboratory Information System","year":2004,"lang":"en","type":"article","venue":"Cell Preservation Technology","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Canadian Diabetes Association","keywords":"Barcode; Isolation (microbiology); Computer science; Mobile device; Islet; Process (computing); Data management; Database; World Wide Web; Operating system; Medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001302948,0.0001163225,0.0001852592,0.0004639747,0.00008476198,0.00002062078,0.00008379543,0.0003018925,0.00004838289],"category_scores_gemma":[0.0001438116,0.0001118651,0.00003145661,0.000817757,0.00004795818,0.0005601886,0.00003289898,0.0001596533,0.0005613678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002015898,"about_ca_system_score_gemma":0.0001492686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001764629,"about_ca_topic_score_gemma":4.268455e-7,"domain_scores_codex":[0.9991561,0.00001704791,0.0003393397,0.0001406943,0.0001681974,0.0001786752],"domain_scores_gemma":[0.9990621,0.00001898679,0.0001761387,0.0003443474,0.0003394258,0.00005906406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004346444,0.0007349377,0.09790308,0.004118081,0.0001209638,0.0000267392,0.001649766,0.004440941,0.8132076,0.04377972,0.03145397,0.002129518],"study_design_scores_gemma":[0.008083642,0.0006074043,0.01592512,0.0002003188,0.0001317934,0.00001770549,0.002402545,0.04498231,0.8926393,0.0008588807,0.03379171,0.0003592425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567979,0.0001315658,0.01229565,0.001696808,0.0002323998,0.0005182691,0.000009484063,0.003787755,0.0245302],"genre_scores_gemma":[0.9946057,0.000008600298,0.004379369,0.0004333697,0.00003326879,0.00006191761,0.0001369509,0.0000118177,0.0003290704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08197796,"threshold_uncertainty_score":0.7215434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006630121258350426,"score_gpt":0.2088392300119446,"score_spread":0.2022091087535942,"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."}}