{"id":"W3047866783","doi":"10.1200/jco.20.01584","title":"ASCO Voices 2020","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004168092,0.00007894728,0.001122414,0.00006227021,0.00002923541,0.000006136522,0.0002516085,0.0002107863,0.0006988478],"category_scores_gemma":[0.01929991,0.00004688676,0.0003424448,0.000280746,0.0003818626,0.00009804196,0.00005756031,0.001247664,0.0001394588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003890324,"about_ca_system_score_gemma":0.002272364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000075619,"about_ca_topic_score_gemma":0.000006073615,"domain_scores_codex":[0.9971064,0.0002386218,0.00155453,0.0001623061,0.0007016387,0.0002365434],"domain_scores_gemma":[0.9955735,0.001703549,0.0007482682,0.0001177442,0.000474657,0.001382313],"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":[0.006570827,0.001268793,0.1811065,0.00009115885,0.0003252658,0.006143836,0.0007460809,0.000005378483,0.002524541,0.0001751907,0.2724269,0.5286155],"study_design_scores_gemma":[0.007242328,0.02590731,0.2218456,0.00006963309,0.0001799241,0.0005556999,0.0005407105,0.0002501986,0.0001694509,0.0001352414,0.7430456,0.00005837713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7436511,0.001052503,0.0002313452,0.2281973,0.001573212,0.0001297948,8.036388e-7,0.00001192179,0.02515203],"genre_scores_gemma":[0.9481551,0.001738763,0.002317759,0.0394542,0.007649252,7.291443e-7,6.282057e-7,0.000008347335,0.0006751961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5285572,"threshold_uncertainty_score":0.9889609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3392363524492867,"score_gpt":0.591611317636924,"score_spread":0.2523749651876372,"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."}}