{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001732085,0.0002880724,0.001003058,0.0006218097,0.000322444,0.0001458967,0.00006937599,0.00006945312,0.00007013782],"category_scores_gemma":[0.0003348953,0.0001879871,0.0005316633,0.00167753,0.0001946266,0.0002972895,0.0000312457,0.00005740801,9.535667e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002447726,"about_ca_system_score_gemma":0.0001605812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006229207,"about_ca_topic_score_gemma":0.0005401097,"domain_scores_codex":[0.9976295,0.0003316601,0.0005005662,0.0006772653,0.0004724821,0.0003885648],"domain_scores_gemma":[0.9956056,0.003799442,0.000165975,0.0001791329,0.00007964977,0.0001702046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01007246,0.004254481,0.8684009,0.0007877907,0.05136224,0.0002752628,0.01295577,0.0003261209,0.02078014,0.005883609,0.01240205,0.01249915],"study_design_scores_gemma":[0.06327015,0.04996392,0.5090402,0.0008388612,0.05263258,0.0004239053,0.02850634,0.15158,0.0717873,0.0005520941,0.06827844,0.003126189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927351,0.001473615,0.0005058743,0.003348598,0.0003068855,0.00081033,0.0006748408,0.00006057582,0.00008417998],"genre_scores_gemma":[0.9986129,0.00003408905,0.0005221869,0.00006561982,0.0000311666,0.00008180544,0.0002276496,0.00001040472,0.0004142124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3593608,"threshold_uncertainty_score":0.766589,"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."}}