{"id":"W2067927452","doi":"10.1118/1.4894986","title":"Sci—Thur PM: Planning &amp; Delivery — 06: Real‐Time Interactive Treatment Planning","year":2014,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Radiation treatment planning; Nuclear medicine; Dosimetry; Head and neck; Computer science; Dose rate; Radiation therapy; Medicine; Medical physics; Radiology; Surgery","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":[0.001188235,0.000710707,0.0002870746,0.0004185037,0.0003261524,0.00104619,0.001434528,0.0006380654,0.04978149],"category_scores_gemma":[0.002530091,0.0005009703,0.0005057756,0.000307088,0.0005928012,0.0006711585,0.001179321,0.0008355683,0.01916231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009120704,"about_ca_system_score_gemma":0.0009173921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002443855,"about_ca_topic_score_gemma":0.002341972,"domain_scores_codex":[0.9995073,0.0001114112,0.00002478128,0.0001029318,0.000225297,0.00002822247],"domain_scores_gemma":[0.9993869,0.0002126648,0.00005122636,0.000188108,0.0001004435,0.00006059985],"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":[0.0007616982,0.0001444776,0.001117516,0.0004216934,0.00007997948,0.0003599472,0.000222776,0.03551621,0.07239194,0.008684528,0.1037136,0.7765856],"study_design_scores_gemma":[0.0005267941,0.0006860267,0.004623064,0.0001350026,0.000111894,0.003168842,0.00003605285,0.3284464,0.1311411,0.007262729,0.5236773,0.0001847265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009745351,0.001059729,0.8940668,0.0007252698,0.0002636712,0.0006225543,0.001179602,0.0475812,0.04475572],"genre_scores_gemma":[0.1602833,0.001295129,0.7678446,0.001180393,0.0003024164,0.001259105,0.003302353,0.01616417,0.04836852],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04978149,"threshold_uncertainty_score":0.1665357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652799254866866,"score_gpt":0.3172276977148019,"score_spread":0.3006997051661333,"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."}}