{"id":"W2346431412","doi":"10.15766/mep_2374-8265.10396","title":"Liver Nodules Crash Course","year":2016,"lang":"en","type":"article","venue":"MedEdPORTAL","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Crash; Nodule (geology); Histopathology; Computer science; Medicine; Pathology; Biology; Programming language","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":[0.0007655235,0.0005669919,0.0003938929,0.000557334,0.0007307419,0.001318881,0.00118208,0.0008267396,0.2038376],"category_scores_gemma":[0.00252842,0.000185354,0.0004114147,0.0003134763,0.0002968377,0.0009241711,0.002540352,0.001412239,0.07593211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601774,"about_ca_system_score_gemma":0.002273828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089043,"about_ca_topic_score_gemma":0.003640702,"domain_scores_codex":[0.9994967,0.00005328213,0.00002030093,0.00008045531,0.0002126133,0.0001367071],"domain_scores_gemma":[0.9964438,0.0001857792,0.0001368675,0.0001204448,0.0007722043,0.002340934],"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":[0.000357779,0.001972852,0.01200721,0.0003351435,0.00001215254,0.0007447382,0.0002961553,0.0005372675,0.003210002,0.001593431,0.7028348,0.2760984],"study_design_scores_gemma":[0.000186798,0.001668378,0.05135524,0.0003368694,0.00001531571,0.002100315,0.0005737626,0.0009798412,0.00364512,0.003740242,0.9353551,0.00004292875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2754431,0.003085563,0.01196118,0.03580501,0.005720827,0.002607539,0.01176352,0.00776821,0.6458451],"genre_scores_gemma":[0.2530579,0.002671009,0.01726533,0.01376782,0.002649218,0.001991924,0.01787506,0.0007590375,0.6899627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2038376,"threshold_uncertainty_score":0.6819046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408832161300545,"score_gpt":0.3477260462159539,"score_spread":0.3136377246029485,"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."}}