{"id":"W2892081276","doi":"10.1016/j.jmir.2018.08.003","title":"Advancing Radiation Therapy Practice by Elevating Research","year":2018,"lang":"en","type":"letter","venue":"Journal of medical imaging and radiation sciences","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Breast cancer; Radiation therapy; Medicine; Radiation Therapist; Radiation treatment planning; Nuclear medicine; Stage (stratigraphy); Radiology; Medical physics; Cancer; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0359647,0.001128878,0.002095504,0.002259932,0.005265016,0.01184131,0.003759894,0.0525278,0.01460908],"category_scores_gemma":[0.138369,0.0009452673,0.001274941,0.001728934,0.015951,0.01811926,0.01156889,0.06752048,0.00780955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005873374,"about_ca_system_score_gemma":0.01388462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169662,"about_ca_topic_score_gemma":0.003034495,"domain_scores_codex":[0.972112,0.01173048,0.004096385,0.002524133,0.007439039,0.002097962],"domain_scores_gemma":[0.8049393,0.1258458,0.009213446,0.01046626,0.01923261,0.03030254],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002858238,0.0003617427,0.003173894,0.00104333,0.00008044765,0.002999666,0.001309089,0.000299379,0.002144628,0.05368038,0.8471577,0.08746398],"study_design_scores_gemma":[0.0002311216,0.0001903678,0.00101778,0.00107754,0.00004813202,0.001769508,0.001321815,0.0002590823,0.00070533,0.0928531,0.9004536,0.00007255454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002512733,0.004851068,0.0004322579,0.9797176,0.01240494,0.00001026038,0.00000749522,0.00002339079,0.002301816],"genre_scores_gemma":[0.007631724,0.00838567,0.002682961,0.8671055,0.1115073,0.00006020485,0.00002708185,0.00003796645,0.002561628],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9640353,"threshold_uncertainty_score":0.1902018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02408114936464549,"score_gpt":0.4021628967564319,"score_spread":0.3780817473917863,"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."}}