{"id":"W4376613014","doi":"10.1016/j.tipsro.2023.100212","title":"Practice-based training strategy for therapist-driven prostate MR-Linac adaptive radiotherapy","year":2023,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Medical physics; Radiation therapy; Radiation Therapist; Psychology; Radiology","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":[0.00711945,0.001030333,0.0004278745,0.001076862,0.001222196,0.001284957,0.003688345,0.001116993,0.004768451],"category_scores_gemma":[0.01511627,0.000495336,0.000501106,0.0004751237,0.0006589075,0.00108178,0.003865462,0.001194814,0.002419113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001881748,"about_ca_system_score_gemma":0.005232598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681383,"about_ca_topic_score_gemma":0.004322206,"domain_scores_codex":[0.9936556,0.003105394,0.0002361851,0.001373385,0.00113861,0.0004908643],"domain_scores_gemma":[0.9942104,0.001799267,0.0008993919,0.0008717829,0.000984699,0.001234471],"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":[0.0008854187,0.03214648,0.02044798,0.0008330043,0.00008401131,0.0004292959,0.009890242,0.01386295,0.02461175,0.001958977,0.01037418,0.8844758],"study_design_scores_gemma":[0.006358644,0.05446216,0.2261343,0.003341199,0.0005514494,0.006791578,0.01882315,0.3314328,0.10592,0.02873155,0.2163637,0.001089613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.523213,0.000295479,0.4341016,0.00263658,0.0002278019,0.01414666,0.0001508806,0.005549314,0.01967871],"genre_scores_gemma":[0.4149337,0.0001343468,0.5746242,0.0005948579,0.00005817713,0.005317329,0.0002001233,0.0001270939,0.004010249],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00711945,"threshold_uncertainty_score":0.03765166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05856209283930352,"score_gpt":0.3939622178403774,"score_spread":0.3354001250010739,"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."}}