{"id":"W3164348221","doi":"10.3390/cancers13112557","title":"Transformational Role of Medical Imaging in (Radiation) Oncology","year":2021,"lang":"en","type":"review","venue":"Cancers","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Queen's University; University Health Network","funders":"Canadian Institutes of Health Research; Strong; Natural Sciences and Engineering Research Council of Canada; University Health Network","keywords":"Medicine; Radiation oncology; Medical physics; Context (archaeology); Medical imaging; Radiation therapy; Functional imaging; Surgical oncology; Precision medicine; Radiation treatment planning; Radiology; Oncology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001655224,0.0009689761,0.001350579,0.002945383,0.0004221526,0.002052865,0.001092788,0.002226998,0.003945077],"category_scores_gemma":[0.001964609,0.0003473629,0.0005789169,0.002807977,0.002127277,0.003138204,0.001264677,0.00416255,0.002326217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316522,"about_ca_system_score_gemma":0.001432247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009296143,"about_ca_topic_score_gemma":0.001233764,"domain_scores_codex":[0.9992368,0.0002146632,0.00007324856,0.00009380282,0.0003212105,0.0000602428],"domain_scores_gemma":[0.9980528,0.001305377,0.0001230319,0.00006559868,0.0003721238,0.00008100912],"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":[0.00004279723,0.00005232012,0.0001729846,0.01027251,0.00005895724,0.0001947207,0.0001655016,0.0003522894,0.002406746,0.02666406,0.0319494,0.9276676],"study_design_scores_gemma":[0.000004449407,0.00004561205,0.0003377566,0.001825094,0.00002724181,0.001141057,0.00006090879,0.0000756142,0.0003795787,0.004724151,0.9913619,0.00001664117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009455619,0.9957046,0.0004188839,0.0008054011,0.0005716091,0.00000504297,0.000009774617,0.00001178607,0.00237834],"genre_scores_gemma":[0.001231554,0.995241,0.000637861,0.0007329892,0.0009170806,0.000008887953,0.00002075114,0.000005448477,0.001204416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003945077,"threshold_uncertainty_score":0.0131976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03540153006023251,"score_gpt":0.4279382927147808,"score_spread":0.3925367626545483,"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."}}