{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005783492,0.001267962,0.001581037,0.001856188,0.002894039,0.005957247,0.003021008,0.03389392,0.1106671],"category_scores_gemma":[0.02631377,0.0006968832,0.002592563,0.001456214,0.001373023,0.002580075,0.00328895,0.01418838,0.05796428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003049319,"about_ca_system_score_gemma":0.007663789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004376453,"about_ca_topic_score_gemma":0.008995536,"domain_scores_codex":[0.9948453,0.001096992,0.0003917731,0.0003451722,0.002410574,0.0009103151],"domain_scores_gemma":[0.984263,0.003626814,0.001119077,0.0005461235,0.007284591,0.003160239],"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":[0.00002257621,0.000007772377,0.00004816959,0.0001186131,0.000004058924,0.0000579772,0.000006043887,0.00001813717,0.00003889274,0.0002714546,0.9931458,0.006260595],"study_design_scores_gemma":[0.00002947086,0.00001245901,0.0002155604,0.0005291632,0.00001096875,0.00008881783,0.00002180225,0.00005200345,0.00006524299,0.0007524362,0.9982136,0.000008536686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003829899,0.009629716,0.0005539756,0.5174958,0.3637542,0.0004112504,0.00218391,0.0002117463,0.1053765],"genre_scores_gemma":[0.004180315,0.01068996,0.0009514129,0.5316525,0.2985519,0.0005328552,0.002447084,0.0001961152,0.1507979],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1106671,"threshold_uncertainty_score":0.3702183,"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."}}