{"id":"W3134297440","doi":"10.17504/protocols.io.siwecfe","title":"Human Pancreas Biopsy Collection, ex vivo v1","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ex vivo; Biopsy; Pancreas; Medicine; In vivo; Pathology; Internal medicine; Biology; Biotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008144031,0.0007972038,0.0004728267,0.0006777644,0.0007795473,0.001105862,0.0004066014,0.00140504,0.01029757],"category_scores_gemma":[0.0008195778,0.0005040872,0.0006575644,0.000741836,0.0004926104,0.0004545156,0.0007325544,0.000867599,0.007133505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003267138,"about_ca_system_score_gemma":0.0007446563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019034,"about_ca_topic_score_gemma":0.002182955,"domain_scores_codex":[0.9995605,0.00006233769,0.00002880379,0.0001647992,0.0001247203,0.00005870152],"domain_scores_gemma":[0.9995858,0.0000681402,0.00003486184,0.0001405132,0.0001105616,0.00006003393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001824657,0.0002910424,0.006873047,0.0007718614,0.0001279419,0.001575367,0.0002907015,0.001197892,0.9393573,0.0005926361,0.008508813,0.03858883],"study_design_scores_gemma":[0.0002287941,0.001512746,0.05457392,0.0002754721,0.0003426156,0.01418756,0.0008162648,0.004800271,0.8106905,0.00176272,0.1107292,0.00008019503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.7471744,0.0123762,0.1424056,0.001440568,0.001042216,0.001137509,0.04067041,0.00510927,0.04864385],"genre_scores_gemma":[0.7737653,0.007430997,0.1110285,0.002038942,0.000269494,0.0008242403,0.06358235,0.001663367,0.03939691],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.01029757,"threshold_uncertainty_score":0.0344488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862092688881766,"score_gpt":0.3872051440375037,"score_spread":0.328584217148686,"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."}}