{"id":"W1994976464","doi":"10.1118/1.3244121","title":"Poster — Wed Eve—17: Detrimental Dose: A Proposed Metric to Score Incidents in Radiation Therapy","year":2009,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Credit Valley Hospital; University of Toronto","funders":"","keywords":"Metric (unit); Radiation therapy; Dosimetry; Medical physics; Scrutiny; Medicine; Computer science; Nuclear medicine; Radiology; Operations management","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":[],"consensus_categories":[],"category_scores_codex":[0.0002633171,0.0001389171,0.0002576754,0.0002418379,0.00003816662,0.00002483853,0.0001254706,0.00008032576,0.0001782757],"category_scores_gemma":[0.000278809,0.0001141669,0.00006699617,0.001169623,0.00002564995,0.000181593,0.00001980786,0.0002583754,0.0001132977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001921879,"about_ca_system_score_gemma":0.00021061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003034384,"about_ca_topic_score_gemma":0.000001592191,"domain_scores_codex":[0.9982647,0.00004402916,0.0002989457,0.0002448829,0.0008848492,0.0002625516],"domain_scores_gemma":[0.9993607,0.0000412379,0.00006119315,0.0001950039,0.00004073246,0.0003010926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003158184,0.0009526039,0.154432,0.00001369129,0.0000379606,0.00009237435,0.001414343,0.000004573507,0.005918962,0.00002858681,0.00716394,0.8296251],"study_design_scores_gemma":[0.006880025,0.0005902484,0.9563794,0.0001347169,0.00002085666,0.00001563316,0.00002296373,0.0005251361,0.03279877,0.0004036103,0.002026554,0.0002021304],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991176,0.0003402467,0.0003420378,0.005610673,0.0001280865,0.0006156007,0.000001255871,0.00004982207,0.001736259],"genre_scores_gemma":[0.982402,0.00006563716,0.00003933909,0.01675813,0.0004942619,0.00000939139,0.0000454681,0.00001483051,0.0001710035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.829423,"threshold_uncertainty_score":0.4655591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125408796450407,"score_gpt":0.3208492178070783,"score_spread":0.2995951298425742,"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."}}