{"id":"W4238466674","doi":"10.1038/labinvest.2018.24","title":"USCAP 2018 Abstracts: Techniques (2229–2304)","year":2018,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of Alberta; Workers Compensation Board of Alberta","funders":"","keywords":"Medicine; Computational biology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001686026,0.001525454,0.000905979,0.006093376,0.001589527,0.007203091,0.001717572,0.002499566,0.8384202],"category_scores_gemma":[0.007227356,0.0007831794,0.001294186,0.0037881,0.0008029959,0.003114699,0.002995186,0.002131038,0.7131159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755824,"about_ca_system_score_gemma":0.003596917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003050386,"about_ca_topic_score_gemma":0.003793387,"domain_scores_codex":[0.9988658,0.0001813438,0.0002000067,0.0001907653,0.0004072374,0.0001548152],"domain_scores_gemma":[0.9922298,0.0008578662,0.0006187038,0.0006098189,0.003752346,0.001931487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001168109,0.00009530642,0.0005321573,0.0004036847,0.00001820098,0.0001186755,0.00001078457,0.00007927378,0.0005786954,0.0005914142,0.8813422,0.1161128],"study_design_scores_gemma":[0.00003604548,0.00005208921,0.001525036,0.0004171194,0.00001434865,0.0002182054,0.00002521333,0.0001208474,0.0005034419,0.0008061271,0.9962696,0.00001195475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002287224,0.00680093,0.002124622,0.01047653,0.0227368,0.000595795,0.02998337,0.003903796,0.9210909],"genre_scores_gemma":[0.004419235,0.00435776,0.00130757,0.003125025,0.008253695,0.0002529148,0.01870775,0.0007905907,0.9587855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8384202,"threshold_uncertainty_score":0.230474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483693791240233,"score_gpt":0.3386270852741802,"score_spread":0.3037901473617778,"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."}}