{"id":"W4394061314","doi":"10.1016/j.ijrobp.2024.04.004","title":"Vestibular Schwannoma International Study of Active Surveillance Versus Stereotactic Radiosurgery: The VISAS Study","year":2024,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Boston Scientific Corporation; Florida Department of Health","keywords":"Radiosurgery; Schwannoma; Vestibular system; Medicine; Acoustic neuroma; Radiology; Audiology; Radiation therapy","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":[0.001856164,0.000858804,0.001407332,0.0003957472,0.0003389355,0.001288135,0.0008557685,0.0008984511,0.001683438],"category_scores_gemma":[0.003068649,0.000369979,0.002409623,0.0008028521,0.000669845,0.001294948,0.0006397637,0.001589793,0.000267206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006674089,"about_ca_system_score_gemma":0.0008007486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003008253,"about_ca_topic_score_gemma":0.004225371,"domain_scores_codex":[0.9988754,0.0005049855,0.00009129779,0.0002326238,0.0001350812,0.0001605231],"domain_scores_gemma":[0.9982992,0.0005658297,0.0004599679,0.0001612517,0.0001038329,0.0004100187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5406364,0.002928736,0.3886407,0.0005198943,0.02421893,0.0002925806,0.0005147403,0.0008707007,0.006101565,0.0006751103,0.001104745,0.03349604],"study_design_scores_gemma":[0.06422923,0.08794568,0.7991911,0.0002298863,0.03560452,0.0006794179,0.001636431,0.001452483,0.001893035,0.001049696,0.005960793,0.0001277253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968213,0.001822942,0.00007849796,0.0001325803,0.00006172773,0.00003438085,0.0003353475,0.000003112831,0.0007101179],"genre_scores_gemma":[0.9978363,0.0006511824,0.0001040351,0.0001626044,0.0001079831,0.00004136801,0.0006250901,0.000006875653,0.0004645117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003008253,"threshold_uncertainty_score":0.009816468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537267230872455,"score_gpt":0.3585458287143553,"score_spread":0.3231731564056308,"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."}}