{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03105439,0.001193587,0.001699756,0.005293758,0.001114459,0.005104124,0.002153805,0.001308656,0.06679301],"category_scores_gemma":[0.104148,0.001186968,0.001432151,0.003393895,0.001316597,0.003579214,0.005038181,0.001494109,0.02102327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001613983,"about_ca_system_score_gemma":0.003556547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693665,"about_ca_topic_score_gemma":0.002693449,"domain_scores_codex":[0.9831276,0.005819712,0.003227065,0.002119559,0.005257749,0.0004483832],"domain_scores_gemma":[0.9386987,0.02849987,0.006179776,0.006491298,0.0188344,0.001295951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00320093,0.000224958,0.01638996,0.005692475,0.0004771888,0.0004694705,0.002142326,0.003131718,0.01913184,0.02127296,0.3761467,0.5517195],"study_design_scores_gemma":[0.000849069,0.0004830617,0.0339576,0.002084952,0.000290554,0.001529868,0.0006066451,0.07348216,0.06938308,0.03838588,0.7784188,0.000528442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0176733,0.003328303,0.6338506,0.002362994,0.001160523,0.005911516,0.04386302,0.2555582,0.03629157],"genre_scores_gemma":[0.09288053,0.001135446,0.7850581,0.001298433,0.0003423702,0.01116194,0.03620829,0.05811797,0.01379686],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.06679301,"threshold_uncertainty_score":0.2234449,"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."}}