{"id":"W4319825975","doi":"10.1002/acm2.13916","title":"MR‐linac daily semi‐automated end‐to‐end quality control verification","year":2023,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Isocenter; Imaging phantom; Computer science; Quality assurance; Truebeam; Software; Fiducial marker; Medical physics; Nuclear medicine; Linear particle accelerator; Computer vision; Medicine; Physics; Beam (structure); Optics","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":[0.004162345,0.0007626121,0.0005225851,0.0008069766,0.0004709288,0.0009822251,0.001876285,0.0005461887,0.004313123],"category_scores_gemma":[0.01288655,0.0003727267,0.0004068179,0.0004005249,0.0005992725,0.0007537295,0.001267592,0.0006666521,0.002014476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009699182,"about_ca_system_score_gemma":0.001046438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001655742,"about_ca_topic_score_gemma":0.001336934,"domain_scores_codex":[0.9953049,0.001119412,0.000315077,0.0007604339,0.002318125,0.0001819739],"domain_scores_gemma":[0.9846639,0.003526991,0.001638935,0.004434961,0.005381786,0.0003533649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003665323,0.0008082087,0.05923599,0.000510188,0.0002750442,0.0005389081,0.001138614,0.1066851,0.2458864,0.002216585,0.01202936,0.5670103],"study_design_scores_gemma":[0.0002558721,0.002802309,0.06586874,0.00005527366,0.0001013978,0.001177465,0.0001431967,0.3882427,0.5196251,0.001354887,0.0201813,0.000191719],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4668951,0.0002253782,0.4790303,0.0001530878,0.0000660458,0.0005906139,0.001076794,0.0469506,0.005012047],"genre_scores_gemma":[0.9031553,0.00002548511,0.09181357,0.0001046744,0.00001772831,0.0002684669,0.001200859,0.001530425,0.001883553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004313123,"threshold_uncertainty_score":0.02201283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03506049663013103,"score_gpt":0.4116423534649619,"score_spread":0.3765818568348308,"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."}}