{"id":"W4237984970","doi":"10.3747/co.v17i4.733","title":"In this issue of Current Oncology","year":2010,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Current (fluid); Clinical Oncology; Medical physics; Oncology; Internal medicine; Data science; Cancer; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003061753,0.0001372758,0.0005309728,0.0002606742,0.00002376073,0.000002807991,0.0001259329,0.0001483191,0.004881246],"category_scores_gemma":[0.0002070353,0.0001117303,0.0001031891,0.0002266667,0.0002443813,0.00004396298,0.00009410593,0.0008841548,0.0003500922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004875078,"about_ca_system_score_gemma":0.001114482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001669201,"about_ca_topic_score_gemma":0.001114137,"domain_scores_codex":[0.9986448,0.00009353252,0.0003645283,0.0002813806,0.0002201767,0.0003956057],"domain_scores_gemma":[0.9990315,0.0001699415,0.0001104399,0.0003077176,0.0001404414,0.0002399872],"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":[0.0006994848,0.005487347,0.04435575,0.0002393497,0.00004924557,0.0001740556,0.0008318445,3.012521e-7,0.004951977,0.001458408,0.08128756,0.8604647],"study_design_scores_gemma":[0.004373193,0.002013805,0.009494103,0.00005139229,0.00004676158,0.00008172281,0.00004745724,0.00003543449,0.002581584,0.0003326868,0.9808618,0.00008009712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9318696,0.01083288,0.00002965128,0.01089049,0.009168073,0.001325572,0.00005051283,0.0000446066,0.03578868],"genre_scores_gemma":[0.9938291,0.003124422,0.0003613697,0.0002008449,0.001175705,0.0002764493,0.00007191362,0.00002453891,0.0009356552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8995742,"threshold_uncertainty_score":0.9960284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583254071601577,"score_gpt":0.531209207728091,"score_spread":0.3728838005679334,"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."}}