{"id":"W4401447386","doi":"10.1016/j.ijpt.2024.100305","title":"PATTERNS OF PROTON BEAM THERAPY UTILIZATION ACROSS >30,000 PATIENTS IN THE PROTON COLLABORATIVE GROUP REG001-09 STUDY FROM 2009-2024","year":2024,"lang":"en","type":"article","venue":"International Journal of Particle Therapy","topic":"Medical Practices and Rehabilitation","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Covenant Health","funders":"","keywords":"Proton; Proton therapy; Beam (structure); Group (periodic table); Medicine; Physics; Nuclear physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00271169,0.0001437034,0.0002489828,0.000102343,0.000112176,0.00006813339,0.00042812,0.0000964891,0.0008282161],"category_scores_gemma":[0.0003653399,0.0000831143,0.00008162908,0.000334176,0.0000528053,0.0005315024,0.00003595953,0.0005769284,0.00002799487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001373919,"about_ca_system_score_gemma":0.0001577306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000463077,"about_ca_topic_score_gemma":0.0001039052,"domain_scores_codex":[0.9958433,0.001478326,0.001135446,0.0001980051,0.001121755,0.0002231804],"domain_scores_gemma":[0.9968421,0.00139739,0.0006494349,0.0001731651,0.000874906,0.00006302567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002348255,0.003062275,0.8508116,0.00006515304,0.0003307781,0.00003121162,0.107286,0.00004144703,0.003366477,0.0001938,0.000499227,0.03196378],"study_design_scores_gemma":[0.008524919,0.003883028,0.9208876,0.0008664291,0.00002370875,0.000001980762,0.03739624,0.001028853,0.003390277,0.00151969,0.02230345,0.0001737815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915652,0.0008288672,0.0003143015,0.002172837,0.001507963,0.003439136,0.0001041959,0.00001290974,0.00005453738],"genre_scores_gemma":[0.9972932,0.001354959,0.00003823889,0.0004163271,0.0004738538,0.0003167322,0.00001735989,0.00001988044,0.00006940903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07007603,"threshold_uncertainty_score":0.9068386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0889814569306281,"score_gpt":0.4960815568738532,"score_spread":0.4071000999432251,"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."}}