{"id":"W2053691774","doi":"10.1016/j.brachy.2011.02.150","title":"Radiation Oncologists Quality Assurance Program in British Columbia Cancer Agency Provincial Prostate Brachytherapy Program","year":2011,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Quality assurance; Brachytherapy; Prostate cancer; Audit; Medical physics; Radiation oncologist; Androgen deprivation therapy; Radiation therapy; Family medicine; Cancer; Surgery; Internal medicine","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":[0.00140285,0.0001604731,0.000221904,0.00105263,0.005384468,0.001497221,0.001778303,0.0006100519,0.02034611],"category_scores_gemma":[0.006371587,0.0004446051,0.0002344906,0.001452259,0.0006189425,0.0003556044,0.00123661,0.00119748,0.001177559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04329306,"about_ca_system_score_gemma":0.1271757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9506004,"about_ca_topic_score_gemma":0.9870896,"domain_scores_codex":[0.9979377,0.0003302763,0.00006248257,0.0001873472,0.0008833507,0.0005990178],"domain_scores_gemma":[0.988775,0.0008937774,0.0004867324,0.000339683,0.006183572,0.003321374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006576658,0.0008540227,0.4734314,0.0003046781,0.00009119624,0.0004630307,0.002081203,0.003685473,0.002846501,0.003703411,0.2997314,0.21215],"study_design_scores_gemma":[0.000148312,0.0002271214,0.8735067,0.0001821148,0.00006296229,0.0002834634,0.0017148,0.003329783,0.002038259,0.0004031418,0.1180604,0.00004293606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.713438,0.002277192,0.003655996,0.04341106,0.0004459735,0.001971693,0.022472,0.001114708,0.2112133],"genre_scores_gemma":[0.8178325,0.0009935256,0.005408321,0.006226816,0.00005682875,0.0004144685,0.005154122,0.0002057474,0.1637077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9506004,"threshold_uncertainty_score":0.3141146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193792209258489,"score_gpt":0.3407507127031869,"score_spread":0.318812790610602,"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."}}