{"id":"W4231532302","doi":"10.1111/hpb.12223","title":"Friday, February 21, 2014, 8:00am–9:00am President's Plenary","year":2014,"lang":"en","type":"article","venue":"HPB","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec; University of Calgary","funders":"","keywords":"Medicine; Aeronautics; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002088164,0.0002065991,0.0003085407,0.0001073561,0.00009037639,0.00002812414,0.0001638241,0.0001307744,0.001907093],"category_scores_gemma":[0.0001182893,0.0001725891,0.0001497065,0.0001140863,0.00008694256,0.000115261,0.00007985099,0.0002415856,0.001551639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002600186,"about_ca_system_score_gemma":0.00007713873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004358343,"about_ca_topic_score_gemma":0.00006579099,"domain_scores_codex":[0.9985688,0.00006437529,0.0002531377,0.0003651649,0.0003509078,0.0003975812],"domain_scores_gemma":[0.9990174,0.00007299949,0.00005981744,0.0005587478,0.00006695677,0.0002240727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001690975,0.0003409587,0.05542575,0.0001925927,0.0001069408,0.00005969055,0.0003647778,0.000009883501,0.004114843,0.0002870329,0.9123994,0.0265291],"study_design_scores_gemma":[0.003237576,0.0007716448,0.804875,0.0001481375,0.0002495495,0.0001844532,0.0004800064,0.001430423,0.001647752,0.001057926,0.1854083,0.0005091798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8738741,0.003079534,0.002136045,0.005278866,0.001217712,0.001069035,0.00002024556,0.000575301,0.1127492],"genre_scores_gemma":[0.9860197,0.0002569682,0.001341128,0.00310469,0.0007815337,0.00004138811,0.0000769804,0.00005714171,0.008320495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7494493,"threshold_uncertainty_score":0.9992258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091404653276414,"score_gpt":0.2498545569370122,"score_spread":0.2389405104042481,"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."}}