{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001820234,0.0009186894,0.0005029732,0.0006553602,0.0003416696,0.001078621,0.0008130024,0.0005671875,0.003212487],"category_scores_gemma":[0.0009800013,0.0001839129,0.000709451,0.0004688784,0.0005116735,0.000565502,0.0009779601,0.001040163,0.001535922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004209709,"about_ca_system_score_gemma":0.0006043671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003499625,"about_ca_topic_score_gemma":0.0007927767,"domain_scores_codex":[0.9989299,0.0002417561,0.0001608466,0.0001738273,0.0004208755,0.0000727603],"domain_scores_gemma":[0.9988264,0.0003594211,0.0002185494,0.0002508643,0.0002493623,0.00009541379],"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":[0.0004125933,0.0002556281,0.003632177,0.0005300557,0.00002726278,0.000267154,0.000178038,0.0002717182,0.942668,0.0002640806,0.0004448953,0.05104839],"study_design_scores_gemma":[0.0000336116,0.001013465,0.0112132,0.00009906868,0.0001104191,0.00186036,0.00006775583,0.0005402729,0.9638895,0.0001748544,0.02097497,0.00002252873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7604735,0.05017977,0.166547,0.001199801,0.0008928344,0.001437332,0.001088498,0.001870454,0.01631076],"genre_scores_gemma":[0.7588158,0.02162204,0.199497,0.0009361927,0.0005181534,0.001347935,0.005673484,0.0004063742,0.01118304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003212487,"threshold_uncertainty_score":0.01074684,"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."}}