{"id":"W7161816220","doi":"10.82308/27017","title":"An investigation of predictors for prostate motion in image-guided intensity-modulated prostate radiotherapy","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate disease; Prostate gland; Prostate; Motion study; Ultrasonography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001591128,0.0003379889,0.0003364432,0.0006908989,0.0003029829,0.000505326,0.0004295928,0.0004372433,0.001157373],"category_scores_gemma":[0.009079827,0.0002413817,0.000576789,0.00132497,0.000284266,0.0004426421,0.0003297724,0.0004427347,0.0001985682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000273182,"about_ca_system_score_gemma":0.0007870863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00630885,"about_ca_topic_score_gemma":0.008486129,"domain_scores_codex":[0.9991972,0.0003927142,0.00005727343,0.00009490297,0.0001691798,0.00008871478],"domain_scores_gemma":[0.9949682,0.0029364,0.001349093,0.0002180971,0.000283229,0.0002449149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001194428,0.00001677332,0.9959409,0.00001681772,0.00004038716,0.00003780788,0.00005884782,0.0001506576,0.0001609314,0.00002041316,0.00003968487,0.003397296],"study_design_scores_gemma":[0.000005558909,0.0002714772,0.9977125,0.000009438348,0.00005714014,0.0001669315,0.00009628436,0.001196295,0.0001494106,0.00003800652,0.0002918835,0.00000503953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970878,0.001064254,0.0009532791,0.0001049499,0.00001300787,0.00002381331,0.0001838637,0.00001146094,0.0005577444],"genre_scores_gemma":[0.9992981,0.0001244548,0.0003284869,0.00001238459,0.000008876346,0.00001117182,0.0000786669,0.000003397309,0.0001343363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00630885,"threshold_uncertainty_score":0.01254427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009304646139607924,"score_gpt":0.2968365384984579,"score_spread":0.28753189235885,"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."}}