{"id":"W2141996541","doi":"10.1016/j.ijrobp.2005.07.319","title":"Inverse-Planned, Dynamic, Multi-Field, Intensity Modulated Radiation Therapy (IMRT) for Left-Sided Breast Cancer: Comparison to Best Standard Technique","year":2005,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Nuclear medicine; Breast cancer; Left breast; Lumpectomy; Radiation therapy; Cancer; Radiology; Mastectomy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008877089,0.0002957278,0.001003713,0.0006311319,0.0001470392,0.0003836612,0.0005890063,0.0003939006,0.002427713],"category_scores_gemma":[0.001918109,0.0001771372,0.0005850016,0.0003626855,0.0002693818,0.0004435906,0.0002889451,0.0004280363,0.0002601956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000372278,"about_ca_system_score_gemma":0.0002630213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009717145,"about_ca_topic_score_gemma":0.001447393,"domain_scores_codex":[0.9995266,0.0002114815,0.00003164218,0.00006359111,0.0001335837,0.00003306295],"domain_scores_gemma":[0.9992731,0.0004415319,0.00008697902,0.0001102062,0.00004037527,0.00004779052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1410556,0.00407905,0.02379438,0.002192285,0.001845889,0.0004136769,0.0004982568,0.023964,0.05998998,0.00110271,0.001493989,0.7395701],"study_design_scores_gemma":[0.0156138,0.2439451,0.519769,0.0006180088,0.007816959,0.01251216,0.0008278477,0.08143528,0.08336381,0.004033236,0.02975598,0.0003088197],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684373,0.01701453,0.006846508,0.0003129237,0.0002488999,0.00008774218,0.0002166679,0.0001609052,0.006674583],"genre_scores_gemma":[0.990335,0.003201103,0.004779798,0.0001063799,0.0001107337,0.00001830639,0.0001159144,0.0000634304,0.001269367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002427713,"threshold_uncertainty_score":0.00812155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187449308281364,"score_gpt":0.3465315905163037,"score_spread":0.3277866596881673,"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."}}