{"id":"W2022204055","doi":"10.1118/1.4815231","title":"MO‐D‐105‐05: A Novel Web‐Based Tool for Quantification of VMAT/IMRT Treatment Plan Quality","year":2013,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; SQL; Database; Plan (archaeology); Python (programming language); Web site; Web application; Information retrieval; Medical physics; World Wide Web; Medicine; The Internet","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":[0.002451213,0.001118952,0.0006425729,0.003754916,0.0002994541,0.002240571,0.001213078,0.0007253716,0.01784601],"category_scores_gemma":[0.00761198,0.0005656478,0.0007870417,0.001386422,0.0003431933,0.001288297,0.001840195,0.0006658514,0.004010156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142714,"about_ca_system_score_gemma":0.001246801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003068792,"about_ca_topic_score_gemma":0.00319353,"domain_scores_codex":[0.9982747,0.0002966247,0.0001825793,0.0002326922,0.0009523808,0.00006110144],"domain_scores_gemma":[0.9965599,0.001703385,0.0004557319,0.0003367661,0.0007377033,0.0002064839],"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":[0.001651183,0.0008198346,0.038558,0.001913018,0.000469566,0.0003950324,0.0004782108,0.03265175,0.02873333,0.008150598,0.1331594,0.75302],"study_design_scores_gemma":[0.0007204998,0.00044181,0.09617566,0.0005021904,0.0002012158,0.00132319,0.0001898298,0.6544576,0.08907378,0.009685316,0.1467395,0.0004894303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06804242,0.0008435411,0.4947402,0.0005439041,0.0001425828,0.001413687,0.03494427,0.3757719,0.02355755],"genre_scores_gemma":[0.259446,0.0004635367,0.6813625,0.00065046,0.00009706209,0.002342704,0.03073472,0.01662979,0.008273292],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01784601,"threshold_uncertainty_score":0.05970091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05163965970491435,"score_gpt":0.3562839442199919,"score_spread":0.3046442845150776,"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."}}