{"id":"W4403903863","doi":"10.1016/j.tipsro.2024.100285","title":"International virtual radiation therapy professional development: Reflections on a twinning collaboration between a low/middle and high income country","year":2024,"lang":"en","type":"article","venue":"Technical Innovations & Patient Support in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Canada Research Chairs","funders":"Princess Margaret Cancer Foundation","keywords":"Crystal twinning; Low and middle income countries; Radiation Therapist; Medicine; Radiation therapy; Economic growth; Developing country; Surgery; Economics; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005740064,0.0002306067,0.0003770738,0.001131095,0.0002573361,0.00003937589,0.000109186,0.0005048317,0.0003473498],"category_scores_gemma":[0.0002811333,0.0002129764,0.0000367438,0.001876193,0.0001917917,0.0003860532,0.00004215182,0.0007414904,0.00003178872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001889825,"about_ca_system_score_gemma":0.00130658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007874155,"about_ca_topic_score_gemma":0.00002592422,"domain_scores_codex":[0.9977121,0.0001227508,0.001004832,0.000499737,0.0003893086,0.0002712379],"domain_scores_gemma":[0.9986281,0.000600217,0.0002588979,0.0001925485,0.0002338952,0.0000863205],"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":[0.001036561,0.001771875,0.09104642,0.00006561393,0.0002525494,0.0001003554,0.004289107,0.000408984,0.004874275,0.06748759,0.00642646,0.8222402],"study_design_scores_gemma":[0.002825654,0.002801358,0.2329257,0.0001671822,0.00002673568,0.00009030147,0.0002226534,0.0006039919,0.000926228,0.0009821823,0.7581295,0.0002984906],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720366,0.0003175623,0.005710676,0.01073421,0.004442852,0.00166369,0.000107123,0.0004595157,0.004527789],"genre_scores_gemma":[0.9890026,0.0004175978,0.004622086,0.002568186,0.000582454,0.0005428413,0.001775682,0.00003718091,0.0004513922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8219417,"threshold_uncertainty_score":0.8684927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0328733799449387,"score_gpt":0.419268149234102,"score_spread":0.3863947692891633,"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."}}