{"id":"W2902874611","doi":"10.7759/cureus.3644","title":"What Conditions Make Proton Beam Therapy Financially Viable in Western Canada?","year":2018,"lang":"en","type":"article","venue":"Cureus","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); University of Alberta; Alberta Cancer Foundation; University of Calgary; University of Alberta Hospital","funders":"","keywords":"Medicine; Beam (structure); Proton; Proton therapy; Medical physics; Internal medicine; Nuclear physics; Radiation therapy; Optics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009482476,0.0003224433,0.0003276324,0.001191121,0.005934925,0.005729049,0.001669791,0.001110302,0.01227855],"category_scores_gemma":[0.00554998,0.0002493528,0.0004187821,0.003246348,0.00223575,0.001294935,0.001400527,0.001018185,0.0007096934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1032307,"about_ca_system_score_gemma":0.2236402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947454,"about_ca_topic_score_gemma":0.9971274,"domain_scores_codex":[0.9974318,0.0001694366,0.00007218734,0.0001206141,0.0009468337,0.001259174],"domain_scores_gemma":[0.9937976,0.0004333846,0.0006128698,0.00007317989,0.002704454,0.002378532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009733412,0.0002333828,0.3864471,0.001822416,0.000330056,0.004641718,0.005354733,0.005290731,0.002305311,0.09819527,0.2809454,0.2134605],"study_design_scores_gemma":[0.0001659944,0.000164254,0.5584348,0.002142201,0.0003611832,0.002664736,0.05419294,0.004361779,0.001448909,0.01465214,0.3611472,0.0002638448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5034446,0.02073777,0.001191278,0.1461728,0.0005755894,0.0004303415,0.01438094,0.0001764948,0.3128901],"genre_scores_gemma":[0.9632544,0.009502119,0.001500156,0.008603929,0.0001281837,0.00006723989,0.001978853,0.0000493595,0.01491584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032307,"threshold_uncertainty_score":0.7489949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758890180143859,"score_gpt":0.2944571063411481,"score_spread":0.2768682045397095,"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."}}