{"id":"W4380729899","doi":"10.5489/cuaj.8406","title":"Podium session 3: Oncology - Prostate","year":2023,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Care Ontario","keywords":"Session (web analytics); Medicine; Prostate; Medical physics; Internal medicine; Oncology; Computer science; World Wide Web; Cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008484959,0.0009917179,0.0009355868,0.0008881849,0.001252484,0.00261597,0.001296989,0.001964541,0.6356223],"category_scores_gemma":[0.002469102,0.0003632256,0.0007925319,0.0004994741,0.0003201487,0.0009101021,0.003117768,0.002069098,0.3095474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384439,"about_ca_system_score_gemma":0.001814483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002926388,"about_ca_topic_score_gemma":0.01264122,"domain_scores_codex":[0.9995071,0.00009025521,0.00002563389,0.00007401739,0.0001474473,0.0001556784],"domain_scores_gemma":[0.9976096,0.0001295544,0.0001363491,0.000078377,0.000454318,0.001591776],"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":[0.0001448481,0.00008949369,0.0004058735,0.0002091588,0.000005904168,0.00007405377,0.00001940808,0.00003979907,0.0001328479,0.0001502693,0.9557605,0.04296784],"study_design_scores_gemma":[0.0001055244,0.0001492532,0.006089815,0.0003112947,0.000009433731,0.0002888634,0.00005841424,0.00009607138,0.0001385967,0.0005381816,0.9922025,0.00001191745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01103733,0.01404636,0.002259888,0.04529117,0.05768576,0.001749586,0.01510855,0.007882581,0.8449388],"genre_scores_gemma":[0.02458294,0.009158404,0.001525628,0.01176952,0.02092325,0.0006541711,0.006661133,0.0008905376,0.9238346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3643777,"threshold_uncertainty_score":0.5197406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109658201441079,"score_gpt":0.2845671051972335,"score_spread":0.2634705231828227,"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."}}