{"id":"W2322603230","doi":"10.1097/01.cot.0000341796.18607.81","title":"Fine-tuning the Use of Radiation Therapy: Research Roundup","year":2008,"lang":"en","type":"article","venue":"Oncology Times","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medical physics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03814794,0.002265543,0.003312676,0.002338297,0.001919988,0.00919889,0.004778911,0.01540461,0.02428884],"category_scores_gemma":[0.0810921,0.001355968,0.005749036,0.002746871,0.003341069,0.016278,0.00353506,0.01640951,0.00814824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004976987,"about_ca_system_score_gemma":0.01811978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007636521,"about_ca_topic_score_gemma":0.01295832,"domain_scores_codex":[0.9849333,0.006357302,0.002050204,0.001186603,0.003518206,0.001954495],"domain_scores_gemma":[0.8118989,0.11454,0.00734825,0.008132767,0.04974513,0.00833492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00107824,0.0007150931,0.0008750998,0.0188433,0.0006906308,0.0002358977,0.00092229,0.0003171243,0.000542147,0.01309363,0.5508698,0.4118167],"study_design_scores_gemma":[0.000699557,0.002310534,0.002614476,0.05908049,0.00111964,0.0002690943,0.002669176,0.0003418635,0.0008925056,0.01884249,0.9109368,0.0002233749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001350214,0.5922652,0.001977519,0.3181667,0.07698482,0.0006645012,0.0006930217,0.0003702082,0.0075278],"genre_scores_gemma":[0.009263766,0.7817374,0.006642571,0.1523372,0.0409141,0.001325291,0.0007033086,0.0002395712,0.006836845],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03814794,"threshold_uncertainty_score":0.201748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535142944415809,"score_gpt":0.4570653116030905,"score_spread":0.3035510171615096,"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."}}