{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001122001,0.0000909286,0.0001503998,0.00004761588,0.00006137788,0.00002897291,0.00007002208,0.00007046814,0.0005926749],"category_scores_gemma":[0.00002924212,0.00008054231,0.00002561105,0.0001737427,0.00004877062,0.00015376,0.000007018771,0.00009731329,0.00004472467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409591,"about_ca_system_score_gemma":0.0005840308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03762134,"about_ca_topic_score_gemma":0.2745726,"domain_scores_codex":[0.9993147,0.00002212963,0.0001644638,0.0001524383,0.0001582745,0.0001879943],"domain_scores_gemma":[0.999551,0.00002514614,0.00004703006,0.0002289218,0.00007102648,0.00007687241],"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":[0.000854469,0.001008929,0.9106643,0.0001158741,0.0001746634,0.0001688886,0.003351462,0.00002391028,0.02128511,0.0007736144,0.04745043,0.01412831],"study_design_scores_gemma":[0.002994816,0.0007008529,0.4609471,0.0001466742,0.00001224806,0.00003386191,0.0002126654,0.00006306257,0.05714304,0.0004602188,0.4770715,0.0002140253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934952,0.001253271,0.00003909591,0.001417456,0.000794337,0.0008003477,0.00001133761,0.00003147689,0.002157438],"genre_scores_gemma":[0.9899396,0.0004918009,0.00004852913,0.004724246,0.0004182199,0.00008772909,0.00003628663,0.00001622977,0.004237378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4497173,"threshold_uncertainty_score":0.9687873,"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."}}