{"id":"W6907638355","doi":"10.24433/co.1953079.v2","title":"QUANNOTATE for Quality Assessment of Radiological Images","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Quality assurance; Radiological weapon; Standardization; Radiation treatment planning; Radiomics; Medical imaging; Radiation therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001283468,0.000367299,0.0009469174,0.0002339708,0.0000334367,0.00002007526,0.0004624599,0.0003380239,0.000674955],"category_scores_gemma":[0.0004374204,0.0003113852,0.0003114034,0.0002062748,0.0002626371,0.00002544702,0.0001125946,0.0002261164,0.0005689001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001411003,"about_ca_system_score_gemma":0.0001193938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097565,"about_ca_topic_score_gemma":0.0001707208,"domain_scores_codex":[0.9978335,0.0002809218,0.0005253055,0.0005950453,0.0003551853,0.0004099837],"domain_scores_gemma":[0.9979542,0.0004567859,0.000688003,0.0007100547,0.00009048008,0.0001004536],"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":[0.00003390024,0.00009922423,0.002425659,0.0003119975,0.0002045559,0.000007644537,0.00002356905,0.0000110905,0.0004596414,0.004388958,0.9917222,0.0003115488],"study_design_scores_gemma":[0.001719629,0.0002723252,0.02357299,0.0003649549,0.0001910719,0.000003020134,0.0001040695,0.0003148669,0.0001906835,0.001850086,0.9705523,0.0008639714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001866395,0.001140512,0.005760445,0.000293314,0.001645256,0.003505067,0.04756311,0.00663482,0.9315911],"genre_scores_gemma":[0.01591852,0.0001994406,0.01190958,0.00006174296,0.0006909415,0.00008599147,0.001000501,0.005922965,0.9642103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0465626,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439541630071472,"score_gpt":0.4412744664637593,"score_spread":0.2973203034566121,"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."}}