{"id":"W2734978776","doi":"10.1186/s13014-017-0853-5","title":"Investigation of irradiated volume in linac-based brain hypo-fractionated stereotactic radiotherapy","year":2017,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Medicine; Radiosurgery; Nuclear medicine; Radiation therapy; Irradiation; Homogeneous; Radiation treatment planning; Radiology; Mathematics","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":[0.0003125776,0.0001545658,0.0003279899,0.0002441496,0.0001447583,0.0000293409,0.0002444702,0.0001373072,0.000476114],"category_scores_gemma":[0.00006964,0.0001716291,0.0000688433,0.0001479824,0.0001575937,0.0004136464,0.00001121292,0.0002184237,0.000005272993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003770824,"about_ca_system_score_gemma":0.0002945575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005871427,"about_ca_topic_score_gemma":0.00002772442,"domain_scores_codex":[0.9988052,0.0002070985,0.0004079433,0.0002518065,0.0001206216,0.0002073402],"domain_scores_gemma":[0.9983765,0.0002422629,0.0007988962,0.00042924,0.00008586925,0.00006726942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001582082,0.0001589495,0.8422968,0.0000142028,0.00008407436,0.000004002152,0.0003788804,0.001364671,0.05385452,0.001598449,0.001425776,0.09866149],"study_design_scores_gemma":[0.003846229,0.0004110415,0.8917865,0.00002675972,0.00001452285,0.000001748157,0.0000301802,0.046249,0.009394391,0.002244629,0.04571713,0.0002778762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587258,0.0001426104,0.03393615,0.005056323,0.0003240594,0.0006088701,0.00003784357,0.00008238971,0.00108603],"genre_scores_gemma":[0.9879169,0.00001892972,0.0109951,0.0003766876,0.0001806748,0.00008190519,0.0001050999,0.00003089579,0.00029375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09838361,"threshold_uncertainty_score":0.699883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887261175942153,"score_gpt":0.3331458604242568,"score_spread":0.3142732486648352,"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."}}