{"id":"W1891921144","doi":"10.1118/1.4932628","title":"Collision prediction software for radiotherapy treatments","year":2015,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Radiation therapy; Medical physics; Software; Computer science; Medicine; Radiology; Programming language","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":[0.001619502,0.001400548,0.0008286219,0.001039686,0.0008782194,0.001391617,0.003422036,0.001403567,0.02761085],"category_scores_gemma":[0.004588951,0.001130693,0.002109568,0.001014904,0.0006111914,0.001355158,0.002606973,0.002035939,0.01110188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009896496,"about_ca_system_score_gemma":0.001351955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002822389,"about_ca_topic_score_gemma":0.002691688,"domain_scores_codex":[0.998665,0.0002609682,0.0001128448,0.0001990107,0.0006896951,0.00007251134],"domain_scores_gemma":[0.9983706,0.0007165369,0.0001190505,0.0002835183,0.0004598639,0.00005044338],"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":[0.0007819579,0.0002422194,0.003756904,0.0009671882,0.000319542,0.000475746,0.001000902,0.2413771,0.02269013,0.03717792,0.07934887,0.6118615],"study_design_scores_gemma":[0.0001626008,0.00009250295,0.001098159,0.0001344782,0.0000578734,0.0003525161,0.00006821657,0.8712221,0.02279944,0.02033667,0.08358715,0.00008831071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002037962,0.0001086769,0.9398251,0.00007095037,0.00005601593,0.0001160205,0.0005568589,0.05492098,0.002307494],"genre_scores_gemma":[0.0724652,0.0003017348,0.898571,0.0001914026,0.00004719681,0.0008281809,0.003434943,0.01646154,0.00769873],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02761085,"threshold_uncertainty_score":0.09236747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029251857757479,"score_gpt":0.3119940605532598,"score_spread":0.291701541975685,"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."}}