{"id":"W2005205748","doi":"10.1016/s1470-2045(14)71106-4","title":"Stereotactic radiosurgery alone for brain metastases","year":2015,"lang":"en","type":"article","venue":"The Lancet Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"Elekta; Medtronic","keywords":"Radiosurgery; Medicine; Radiation therapy; Adjuvant radiotherapy; Stereotactic radiation therapy; Melanoma; Whole brain radiotherapy; Adjuvant; Radiology; Brain metastasis; Medical physics; Oncology; Internal medicine; Cancer; Metastasis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001923831,0.0001279863,0.0006665158,0.00004419827,0.00005988095,0.00001097887,0.00009897114,0.00005816419,0.00008168106],"category_scores_gemma":[0.0006018241,0.00007277992,0.0001239643,0.000100666,0.0001011734,0.00003626331,0.00003544759,0.0001233885,0.00007074022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001500801,"about_ca_system_score_gemma":0.0002551059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004557925,"about_ca_topic_score_gemma":0.0000327549,"domain_scores_codex":[0.9988102,0.0003261277,0.000201031,0.0001847597,0.0001337582,0.0003441494],"domain_scores_gemma":[0.9980133,0.001236219,0.00009924555,0.0004173525,0.00007836231,0.00015554],"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":[0.004611534,0.0008986585,0.004454421,0.0001153415,0.001318305,0.0005216874,0.0007288238,0.00001855455,0.0004112983,0.007666443,0.9166797,0.06257522],"study_design_scores_gemma":[0.009748871,0.002082427,0.002244566,0.00001534063,0.0005188748,0.0008078761,0.0002551009,0.00008577717,0.0004498062,0.001757689,0.9819354,0.00009820704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6228576,0.005000923,0.00294462,0.3525656,0.001761908,0.002610184,0.0002660888,0.0002371698,0.01175594],"genre_scores_gemma":[0.9612041,0.0000788363,0.01199895,0.0221394,0.001743064,0.0002974294,0.0001539497,0.00003708758,0.002347173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3383465,"threshold_uncertainty_score":0.2967879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1652645879779496,"score_gpt":0.3962672388235836,"score_spread":0.231002650845634,"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."}}