{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002920716,0.001287795,0.001597837,0.00637573,0.001494867,0.004474002,0.002940284,0.0009958114,0.05615921],"category_scores_gemma":[0.006226655,0.0005479993,0.0005785561,0.00499704,0.0004597805,0.002419221,0.002253364,0.001128698,0.04911317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387543,"about_ca_system_score_gemma":0.004310902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00430414,"about_ca_topic_score_gemma":0.001835976,"domain_scores_codex":[0.9958597,0.0004691547,0.0006562279,0.001182397,0.001553927,0.0002786811],"domain_scores_gemma":[0.9896131,0.001715092,0.0008593234,0.001839632,0.00525394,0.0007188953],"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":[0.001708444,0.0005866673,0.01546405,0.0007458219,0.0001147259,0.0004184863,0.0004179387,0.004324506,0.02596119,0.006214018,0.3769526,0.5670915],"study_design_scores_gemma":[0.0007880564,0.0007774575,0.01866623,0.00034116,0.0002237279,0.001015328,0.0002538055,0.1106929,0.06999722,0.006387216,0.7904671,0.0003898851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03915483,0.002277375,0.4332613,0.002005224,0.001528273,0.006890753,0.07458823,0.3655778,0.07471621],"genre_scores_gemma":[0.2480328,0.002355959,0.4303456,0.004685902,0.002308322,0.007758866,0.2058629,0.005591649,0.09305813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05615921,"threshold_uncertainty_score":0.1878713,"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."}}