{"id":"W2509202045","doi":"10.1016/s0167-8140(16)33435-1","title":"36: Increasing use of Active Surveillance Amongst Radiation Oncologists in Canada","year":2016,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Environmental health; Medical physics; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000908048,0.0001917342,0.0002941253,0.001854164,0.003201613,0.00242263,0.001681677,0.001509518,0.008398391],"category_scores_gemma":[0.006656541,0.0003727336,0.0005612995,0.004081581,0.0009631329,0.0007194281,0.00123402,0.001683044,0.0003600155],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0293411,"about_ca_system_score_gemma":0.07516475,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9898428,"about_ca_topic_score_gemma":0.9958085,"domain_scores_codex":[0.9977551,0.0001914317,0.0001834981,0.0002469114,0.0007611254,0.0008618827],"domain_scores_gemma":[0.9863638,0.001176631,0.003465065,0.0001855178,0.003345513,0.005463494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009398894,0.00005099624,0.9741371,0.0001130627,0.00003744617,0.0003370599,0.004113169,0.00008149245,0.0003254486,0.0003227848,0.006826615,0.01356094],"study_design_scores_gemma":[0.000008471404,0.00003635892,0.9803831,0.0001723378,0.00002723708,0.0002653904,0.01217133,0.0001773802,0.00008957708,0.0000419652,0.006603139,0.00002375049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958806,0.004365102,0.0001752773,0.01658601,0.0001876919,0.0001014346,0.004496482,0.00004834475,0.01523376],"genre_scores_gemma":[0.9895677,0.002264649,0.0002172267,0.003225269,0.0000593069,0.00002066711,0.0006467571,0.00001962258,0.00397877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9706589,"threshold_uncertainty_score":0.2128856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678233779781675,"score_gpt":0.3286542566681846,"score_spread":0.3118719188703679,"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."}}