{"id":"W1973715126","doi":"10.1118/1.3276775","title":"A new metric for assessing IMRT modulation complexity and plan deliverability","year":2010,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":330,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Pinnacle; Dosimetry; Quality assurance; Metric (unit); Radiation treatment planning; Nuclear medicine; Prostate; Medicine; Mathematics; Medical physics; Radiation therapy; Statistics; Radiology; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003041124,0.000643032,0.0005273806,0.003319716,0.0003385096,0.00135314,0.0006046664,0.0005348787,0.00222008],"category_scores_gemma":[0.02004143,0.0002270113,0.0007079068,0.002034826,0.0005525713,0.001518168,0.001279177,0.0006932166,0.00033696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399174,"about_ca_system_score_gemma":0.0005851438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520984,"about_ca_topic_score_gemma":0.001327072,"domain_scores_codex":[0.9956285,0.0006927088,0.0003747885,0.000303112,0.002864721,0.0001361138],"domain_scores_gemma":[0.9876493,0.00645748,0.002173666,0.001130725,0.002177772,0.0004110637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001631942,0.0002677953,0.3700078,0.0007503777,0.0009338767,0.0001798744,0.0007816229,0.1078333,0.06662884,0.006814359,0.003679785,0.4404904],"study_design_scores_gemma":[0.0001732172,0.002486859,0.5140823,0.0001287731,0.0005329036,0.001622388,0.0002504062,0.3892502,0.07168151,0.006031271,0.01347115,0.000288998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5257058,0.001482692,0.4591745,0.0002784721,0.00007767811,0.0004395886,0.001917907,0.001609206,0.0093143],"genre_scores_gemma":[0.9002729,0.0002057542,0.09666896,0.00004999288,0.0000617822,0.0002775869,0.001477175,0.0002439049,0.0007418646],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003319716,"threshold_uncertainty_score":0.01608318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248330081131534,"score_gpt":0.3356467059052907,"score_spread":0.3031634050939754,"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."}}