{"id":"W2014744835","doi":"10.1097/tp.0b013e3181d154ac","title":"Upgrading Pretransplant Human Islet Culture Technology Requires Human Serum Combined With Media Renewal","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence de la Biomédecine","keywords":"Islet; In vivo; Andrology; Transplantation; Medicine; In vitro; Internal medicine; Endocrinology; Biology; Immunology; Diabetes mellitus; Biochemistry; Biotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114236,0.0002025949,0.0002949526,0.0002393614,0.0002141911,0.00002112293,0.00008919655,0.0002532297,0.0002712253],"category_scores_gemma":[0.00001541372,0.0001523288,0.00005078121,0.0002809401,0.0001627057,0.0001137128,0.000002842194,0.0003999903,0.00002031242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001866094,"about_ca_system_score_gemma":0.0000357256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004044988,"about_ca_topic_score_gemma":0.0003205395,"domain_scores_codex":[0.9988987,0.00002269476,0.0002613424,0.0002878646,0.0002607019,0.0002686697],"domain_scores_gemma":[0.999437,0.00004051927,0.00007894486,0.0002441035,0.00007968771,0.0001197998],"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":[0.0005121963,0.000105408,0.07604983,0.0002925206,0.00008402244,0.0001012787,0.002005087,0.000001741201,0.9100657,0.01041695,0.0002045285,0.0001607693],"study_design_scores_gemma":[0.0143249,0.002623148,0.1407034,0.0008467724,0.001217178,0.00071061,0.0005968169,0.00008022563,0.8331851,0.00437105,0.0007320977,0.0006086989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896269,0.00003090773,0.0002310274,0.0005762024,0.0001789212,0.0003329273,0.00005444391,0.0003544702,0.008614191],"genre_scores_gemma":[0.9970176,0.00004408424,0.001237827,0.0001686983,0.0001528407,0.00003617909,0.0007772512,0.00002780759,0.0005377359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07688057,"threshold_uncertainty_score":0.6211786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044443292020832,"score_gpt":0.2563014493649271,"score_spread":0.2458570164447188,"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."}}