{"id":"W3135760817","doi":"10.3389/fonc.2021.634563","title":"The Diminishing Importance of Primary Site Identification in Cancer of Unknown Primary: A Canadian Single-Center Experience","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Clinical endpoint; Logistic regression; Primary tumor; Lung cancer; Cancer; Single Center; Internal medicine; Demographics; Oncology; Clinical trial; Metastasis; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001880585,0.00008384266,0.0003835372,0.00009751121,0.00003113098,0.000006939946,0.00008682299,0.00008503555,0.00002830459],"category_scores_gemma":[0.0000842701,0.00007098283,0.00005149356,0.0003137604,0.0001455308,0.00005992321,0.00003122686,0.0001146726,4.113768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003056875,"about_ca_system_score_gemma":0.001406238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01582946,"about_ca_topic_score_gemma":0.4114395,"domain_scores_codex":[0.9988916,0.00006569846,0.0004519757,0.0002289608,0.0001336557,0.0002280894],"domain_scores_gemma":[0.9993031,0.0000851997,0.0001901664,0.000258252,0.00009138196,0.0000719021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001125344,0.0004327328,0.9538558,0.00006012115,0.00003518816,0.0001151352,0.002395074,0.000009982045,0.002014174,0.00004732255,0.004106772,0.03681515],"study_design_scores_gemma":[0.00191176,0.0001716964,0.9319597,0.0002316987,0.0000386229,0.00001595109,0.001094953,0.00004378661,0.00388917,0.00005958581,0.06050549,0.00007751727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822573,0.009687341,0.00002522774,0.003522249,0.0009362983,0.0003371116,0.00002891927,0.000003559006,0.003202013],"genre_scores_gemma":[0.9949138,0.002804344,0.001036194,0.0006911792,0.0000379058,0.0002187587,0.00005033502,0.00001028746,0.0002371628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.39561,"threshold_uncertainty_score":0.9907242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588630492083363,"score_gpt":0.3040253089191431,"score_spread":0.2781390039983095,"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."}}