{"id":"W4411196126","doi":"10.1016/j.tipsro.2025.100320","title":"Bridging the proton gap: A proton therapy consultation service for Canadian radiation oncologists","year":2025,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"Proton therapy; Bridging (networking); Medical physics; Medicine; Radiation therapy; Proton; Radiation oncology; Surgery; Computer science; Physics; Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005419042,0.0003605081,0.0001459223,0.0009435599,0.003591885,0.0007540215,0.00108796,0.0006414677,0.01446699],"category_scores_gemma":[0.002313621,0.0002163193,0.0003029518,0.001255858,0.0006325605,0.000365739,0.001714179,0.0005700714,0.001287366],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01733821,"about_ca_system_score_gemma":0.0358786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7441027,"about_ca_topic_score_gemma":0.914901,"domain_scores_codex":[0.999359,0.0001098779,0.00003153319,0.00005981585,0.0001559691,0.0002837876],"domain_scores_gemma":[0.9969965,0.0001985401,0.0003378761,0.00005605612,0.0008187143,0.001592282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004918603,0.0004394904,0.4451457,0.0009720421,0.00005263351,0.009394265,0.003658429,0.0008584244,0.004384993,0.0008398251,0.2682173,0.2655451],"study_design_scores_gemma":[0.0002138365,0.0006188756,0.7050948,0.0007171014,0.0001160499,0.01244462,0.009662579,0.001888832,0.00176148,0.000590812,0.2667683,0.0001227728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8152658,0.01304825,0.005500136,0.0428747,0.0006964567,0.002361971,0.006266069,0.00121738,0.1127693],"genre_scores_gemma":[0.9512002,0.00382549,0.01476744,0.008184395,0.0003640077,0.0004388339,0.00276998,0.0001313737,0.0183183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9826618,"threshold_uncertainty_score":0.5148087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193949938939182,"score_gpt":0.3826186536814846,"score_spread":0.3406791542920927,"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."}}