{"id":"W1972687159","doi":"10.1118/1.1421375","title":"Development of a portal dose image prediction algorithm for arbitrary detector systems","year":2001,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Detector; Monte Carlo method; Fluence; Imaging phantom; Physics; Photon; Optics; Dosimetry; Algorithm; Computer science; Nuclear medicine; Mathematics; Statistics","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":[0.0006165351,0.0004486572,0.0005979696,0.00034407,0.0003859203,0.0008583704,0.001605506,0.0008360525,0.002313479],"category_scores_gemma":[0.001863427,0.0006270784,0.0005978793,0.0003613358,0.0003190101,0.0007680008,0.000558632,0.001157456,0.0007874423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030652,"about_ca_system_score_gemma":0.001456553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006092074,"about_ca_topic_score_gemma":0.005038255,"domain_scores_codex":[0.9996876,0.00005533369,0.00001775183,0.00005853534,0.0001545241,0.00002630019],"domain_scores_gemma":[0.9993425,0.0002967252,0.00005790124,0.00006797397,0.0002026928,0.0000323036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001011616,0.00003684586,0.001522788,0.00004704816,0.00002391527,0.00007784335,0.00006281095,0.8717695,0.008262831,0.006634175,0.001348335,0.1101127],"study_design_scores_gemma":[0.000005689634,0.000006265496,0.00005409203,0.000001800015,0.000001991403,0.00001019842,0.000002114261,0.9976955,0.001406696,0.0004274177,0.0003852714,0.000002982266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004277249,0.00002239336,0.994415,0.00003433153,0.000008082396,0.00002469484,0.00001669736,0.000849204,0.0003523307],"genre_scores_gemma":[0.1763349,0.0000968024,0.8208905,0.00005590165,0.00001433955,0.0001722986,0.0001406754,0.0002883892,0.002006159],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006092074,"threshold_uncertainty_score":0.01211321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029709981942599,"score_gpt":0.2714078034376583,"score_spread":0.2611107036182323,"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."}}