{"id":"W1972549167","doi":"10.1016/j.jmir.2012.12.014","title":"Time for An Upgrade: Should the Treatment Process Evolve as Technology Grows?","year":2013,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Workflow; Image-guided radiation therapy; Medical physics; Upgrade; Medicine; Radiation therapy; Computer science; Process management; Business; Radiology; Database","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":[0.01527256,0.0003056664,0.000541984,0.001086979,0.002503268,0.007387183,0.001892745,0.004503486,0.0233274],"category_scores_gemma":[0.1079472,0.0003057533,0.0006523808,0.001414099,0.001762656,0.01031236,0.002106622,0.005676845,0.003972062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004109594,"about_ca_system_score_gemma":0.01231302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006310565,"about_ca_topic_score_gemma":0.0130145,"domain_scores_codex":[0.994226,0.001955599,0.0005503399,0.0005388689,0.001983839,0.0007453871],"domain_scores_gemma":[0.9427312,0.02657382,0.009205643,0.002097906,0.01018271,0.009208646],"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":[0.0007644403,0.0006980194,0.06224858,0.0006303077,0.0001130467,0.001338162,0.004218039,0.001240773,0.001035189,0.05358651,0.2021893,0.6719376],"study_design_scores_gemma":[0.0002017096,0.0008076929,0.1663825,0.003868687,0.0002463649,0.004771394,0.02162133,0.002838298,0.002197659,0.1138644,0.6828941,0.0003057862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1057973,0.02197549,0.01349305,0.7888775,0.007833656,0.000146861,0.001090326,0.0004604868,0.06032526],"genre_scores_gemma":[0.8560952,0.02208339,0.01916611,0.07926557,0.008280112,0.0003155126,0.001076697,0.0009366079,0.01278077],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0233274,"threshold_uncertainty_score":0.08076996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367871486188092,"score_gpt":0.4297516587535635,"score_spread":0.4060729438916825,"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."}}