{"id":"W3184137228","doi":"10.1159/000518369","title":"Expert Discussion: ASCO 2021","year":2021,"lang":"en","type":"article","venue":"Breast Care","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Family medicine","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":[],"category_scores_codex":[0.00001855568,0.00008025925,0.0001664524,0.00001660169,0.00007149361,0.000004790741,0.00004045909,0.00009020315,0.003249379],"category_scores_gemma":[0.00002030194,0.00004718166,0.00007854136,0.00009807952,0.00006109543,0.00003937275,0.00002337468,0.000120324,0.00006884742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007980103,"about_ca_system_score_gemma":0.0001640576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002221828,"about_ca_topic_score_gemma":0.000006757406,"domain_scores_codex":[0.9994531,0.00002836996,0.00008619899,0.0001879761,0.0001088416,0.0001355015],"domain_scores_gemma":[0.9995142,0.00002015416,0.00001839037,0.0002566816,0.0001035255,0.00008709941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002763575,0.0002083766,0.0251236,0.00006811216,0.0001055156,0.002125137,0.003374175,0.000005179295,0.00583966,0.0003794907,0.02550302,0.9369914],"study_design_scores_gemma":[0.002131746,0.0001239804,0.04355477,0.0002169124,0.00003580852,0.004505425,0.008045255,0.00001045337,0.00440908,0.00008171278,0.9366995,0.0001853487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1440567,0.2383194,0.01450988,0.2401657,0.0173162,0.00147196,0.0002593732,0.0006526528,0.3432481],"genre_scores_gemma":[0.9365624,0.001719614,0.01488813,0.008855981,0.005774874,0.00005038962,0.000181403,0.00005708891,0.03191011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.936806,"threshold_uncertainty_score":0.9976618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008144251607822676,"score_gpt":0.3474338453954617,"score_spread":0.339289593787639,"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."}}