{"id":"W2060485137","doi":"10.3727/000000004783983701","title":"Variation in Human Islet Viability Based on Different Membrane Integrity Stains","year":2004,"lang":"en","type":"article","venue":"Cell Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Islet; Membrane integrity; Cell biology; Viability assay; Chemistry; Membrane; Biology; Biochemistry; Cell; Diabetes mellitus; Endocrinology","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":[0.0001762549,0.0001227695,0.0001902072,0.0001429717,0.00004757536,0.00001065866,0.00003135476,0.00009305924,0.0002360838],"category_scores_gemma":[0.00002079024,0.0001036655,0.00005576422,0.0001340707,0.00002487278,0.00005534361,0.000001202214,0.000206578,0.00001611957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971839,"about_ca_system_score_gemma":0.00005476487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001636229,"about_ca_topic_score_gemma":0.00004676635,"domain_scores_codex":[0.9991522,0.00004481484,0.0002347962,0.0002201014,0.0002058396,0.0001422529],"domain_scores_gemma":[0.9996111,0.00007564799,0.00004333694,0.0001635024,0.00003665799,0.00006976313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001295616,0.002606346,0.118632,0.001415415,0.00001859026,0.00004270477,0.002109008,0.00605761,0.8663194,0.001218013,0.00001377975,0.0002715463],"study_design_scores_gemma":[0.006298007,0.0003807009,0.6992426,0.0001640991,0.00008340874,0.000001492928,0.00005147076,0.001437419,0.2915731,0.0006416733,0.00001430638,0.0001116732],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983697,0.000004588659,0.00840444,0.0003634075,0.00009623215,0.0003974742,0.00001667705,0.0000625336,0.006957673],"genre_scores_gemma":[0.9987026,0.00001360183,0.0003338557,0.0004107385,0.0000406568,0.00002910254,0.000378697,0.000009596226,0.00008109726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5806106,"threshold_uncertainty_score":0.4227356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624313363110016,"score_gpt":0.2544163423180543,"score_spread":0.2381732086869542,"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."}}