{"id":"W4403761791","doi":"10.3390/brainsci14111059","title":"Surgical Resection Followed by Stereotactic Radiosurgery (S+SRS) Versus SRS Alone for Large Posterior Fossa Brain Metastases: A Comparative Analysis of Outcomes and Factors Guiding Treatment Modality Selection","year":2024,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Radiosurgery; Posterior fossa; Medicine; Modality (human–computer interaction); Stereotactic radiotherapy; Stereotactic surgery; Radiology; Selection (genetic algorithm); Resection; Surgery; Radiation therapy; Computer science; Artificial intelligence","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":[0.001022308,0.000211372,0.0005037208,0.000514288,0.0001166477,0.0003190463,0.0002381985,0.0002840073,0.001094792],"category_scores_gemma":[0.002188992,0.0000964168,0.00100323,0.0004831119,0.00023126,0.000348483,0.0002525664,0.0002101408,0.0001801238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004072556,"about_ca_system_score_gemma":0.0003905547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007467915,"about_ca_topic_score_gemma":0.00210332,"domain_scores_codex":[0.9994796,0.0001876624,0.00008001801,0.00009121495,0.0001019552,0.00005952884],"domain_scores_gemma":[0.9979779,0.0006996134,0.0009955139,0.00005114906,0.0000726748,0.0002030747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03827664,0.0008786626,0.8836944,0.0004783141,0.002102872,0.0004373726,0.0001507735,0.00120123,0.002390173,0.00008604633,0.0005941004,0.06970943],"study_design_scores_gemma":[0.001483446,0.02566626,0.9673894,0.00007847256,0.001318396,0.001222828,0.0003245898,0.00122559,0.0005928071,0.0001114076,0.0005651388,0.00002160658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981698,0.001302497,0.00009909875,0.00003051986,0.000007795576,0.0000198247,0.0001266985,0.000002960506,0.0002406971],"genre_scores_gemma":[0.9991024,0.0004268059,0.00007845715,0.00003222545,0.00002590894,0.00001808841,0.0002675113,0.000001626461,0.00004688252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001094792,"threshold_uncertainty_score":0.005406559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165437477926045,"score_gpt":0.4062092453562195,"score_spread":0.289665497563615,"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."}}