{"id":"W4200210671","doi":"10.1016/j.clon.2021.11.015","title":"Radiotherapy Quality Assurance in the PORTEC-3 (TROG 08.04) Trial","year":2021,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Princess Margaret Cancer Centre","funders":"National Health and Medical Research Council; Cancer Australia","keywords":"Medicine; Radiation therapy; Contouring; Quality assurance; Clinical trial; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003551895,0.000235564,0.0006525711,0.0001246544,0.0001972366,0.0008174314,0.0004295498,0.0006412881,0.008411554],"category_scores_gemma":[0.007774009,0.0001305223,0.001374931,0.000481779,0.0003741348,0.0007009372,0.0004162607,0.002473431,0.0005149119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008782931,"about_ca_system_score_gemma":0.001267476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272668,"about_ca_topic_score_gemma":0.00214724,"domain_scores_codex":[0.9978368,0.001715271,0.00005232552,0.0001305835,0.0001431357,0.0001219654],"domain_scores_gemma":[0.997142,0.001137711,0.0008999998,0.000410691,0.0001473902,0.0002622043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.6172051,0.001600014,0.01807701,0.002940017,0.006875226,0.0001501273,0.0001358069,0.003895694,0.002557353,0.00580465,0.05015193,0.2906071],"study_design_scores_gemma":[0.5249065,0.09895658,0.2487419,0.002124901,0.01340072,0.0007357702,0.000242033,0.005440457,0.003864125,0.01349709,0.08796885,0.0001211415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8941623,0.02963725,0.00334182,0.01606659,0.00107678,0.001165658,0.007289665,0.0005139692,0.04674593],"genre_scores_gemma":[0.9857611,0.002425468,0.00104499,0.003414498,0.0004530685,0.0004897509,0.002937293,0.0001031874,0.003370559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008411554,"threshold_uncertainty_score":0.02813947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.214680873595637,"score_gpt":0.5299847273890644,"score_spread":0.3153038537934275,"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."}}