{"id":"W3113263614","doi":"10.17504/protocols.io.sg4ebyw","title":"IsletCore Equipment Setup for Human Islet Isolation v1","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Machine Learning and Data Classification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Islet; Isolation (microbiology); Computer science; Biology; Biotechnology; Insulin; Bioinformatics","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":[0.0006362446,0.0002464526,0.0002255746,0.0001498949,0.0002689426,0.0004648801,0.001375057,0.000239055,0.0001287252],"category_scores_gemma":[0.00007241642,0.0002236026,0.0001200797,0.0001017469,0.0000372163,0.0002208985,0.001326366,0.0003202593,0.0001791001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009279334,"about_ca_system_score_gemma":0.00009260353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001391243,"about_ca_topic_score_gemma":0.00002506331,"domain_scores_codex":[0.9980974,0.00008242476,0.0003778641,0.0008873609,0.0002828763,0.0002720672],"domain_scores_gemma":[0.9978305,0.00007236487,0.000319377,0.001521398,0.0001802746,0.00007612653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002076293,0.000246764,0.001288406,0.0005182218,0.0001151085,0.000001861792,0.001585131,0.0006309783,0.003612575,0.6360342,0.2800391,0.07590691],"study_design_scores_gemma":[0.0004980537,0.0002809317,0.00373703,0.0001153075,0.00003275866,0.000003679193,0.00001999322,0.6928145,0.0009349752,0.09804991,0.2027849,0.0007279529],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002479602,0.00002671766,0.9787227,0.003499543,0.0009021093,0.0005826248,0.00003958835,0.0004450499,0.01330207],"genre_scores_gemma":[0.5842622,0.00001537714,0.399379,0.001150721,0.001307877,0.0003611491,0.003115735,0.0000434033,0.01036463],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6921835,"threshold_uncertainty_score":0.9118251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05321653840450439,"score_gpt":0.3374871675863246,"score_spread":0.2842706291818202,"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."}}