{"id":"W2658236545","doi":"10.1016/j.clon.2017.06.002","title":"Peer-assisted Learning: Intensity-modulated Radiotherapy Transition in Developing Countries","year":2017,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"King Hussein Cancer Center","keywords":"Medicine; Developing country; Radiation therapy; Radiation oncology; Head and neck cancer; Medical physics; Economic growth; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009667967,0.0001734929,0.0001512107,0.0002621758,0.001599623,0.001366929,0.0007302256,0.0006210778,0.01059221],"category_scores_gemma":[0.002739553,0.00008630915,0.0001852662,0.0004370658,0.0006937142,0.001025541,0.00262645,0.0007369498,0.0007350581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168917,"about_ca_system_score_gemma":0.006565232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0050902,"about_ca_topic_score_gemma":0.0081941,"domain_scores_codex":[0.9993052,0.0003602863,0.00002356776,0.00003899234,0.00004929259,0.000222531],"domain_scores_gemma":[0.9983667,0.0002690407,0.0001619185,0.00004557001,0.0001240896,0.001032764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007067209,0.00430459,0.1674065,0.001181308,0.00006190519,0.003065815,0.01836459,0.001349726,0.001341783,0.01701955,0.03933095,0.7458666],"study_design_scores_gemma":[0.0004985451,0.004896387,0.6112456,0.002407781,0.0001497854,0.005184326,0.1437528,0.002906578,0.003038481,0.01723989,0.2085659,0.0001140287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929422,0.004938967,0.001737184,0.02025193,0.0006697142,0.0003310078,0.0002290658,0.0001110633,0.04230905],"genre_scores_gemma":[0.9919579,0.002026555,0.001179795,0.0008129892,0.0000991065,0.0001040217,0.00007218635,0.00001197675,0.003735377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01059221,"threshold_uncertainty_score":0.03543448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09163793859452396,"score_gpt":0.4970955975186099,"score_spread":0.405457658924086,"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."}}