{"id":"W2005246261","doi":"10.1118/1.2244656","title":"Po‐Thur Eve General‐29: Clinical Implementation of Helical Tomotherapy","year":2006,"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":"Ottawa Regional Cancer Foundation; Ottawa Hospital","funders":"","keywords":"Tomotherapy; Contouring; Medical physics; Medicine; Nuclear medicine; Staffing; Computer science; Radiology; Radiation therapy; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001469754,0.0003180126,0.0002014939,0.0003905979,0.002112722,0.001289027,0.001046846,0.0006663774,0.009849396],"category_scores_gemma":[0.00307824,0.0004449922,0.0003335534,0.0004283736,0.001171338,0.0003918337,0.001198825,0.0009554998,0.0025055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006614015,"about_ca_system_score_gemma":0.005611582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06911719,"about_ca_topic_score_gemma":0.2147709,"domain_scores_codex":[0.9988909,0.000236835,0.00006626942,0.0001695105,0.0002702298,0.0003661983],"domain_scores_gemma":[0.9980421,0.0002494318,0.0002821056,0.0002579497,0.0003849958,0.00078335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003147994,0.003634387,0.2558444,0.0006019599,0.0001017426,0.01213001,0.01548373,0.007003877,0.04639657,0.001191435,0.0447666,0.6096974],"study_design_scores_gemma":[0.0003805716,0.01449084,0.7148343,0.0001802005,0.0001378519,0.0128559,0.006438244,0.002721056,0.03574738,0.0004359299,0.2115311,0.0002465379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545482,0.001104845,0.006140304,0.003283513,0.0002135198,0.0009499873,0.0006950952,0.0009752606,0.03208924],"genre_scores_gemma":[0.9658834,0.0005082307,0.00835423,0.001197772,0.000071204,0.0002048397,0.0008370199,0.0002577541,0.0226856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06911719,"threshold_uncertainty_score":0.1374298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587107996156603,"score_gpt":0.3837724234382305,"score_spread":0.3679013434766645,"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."}}