{"id":"W1971704166","doi":"10.1002/cncr.25988","title":"Upfront observation versus radiation for adult pilocytic astrocytoma","year":2011,"lang":"en","type":"article","venue":"Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Pilocytic astrocytoma; Surgery; Cohort; Astrocytoma; Biopsy; Internal medicine; Glioma","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":[0.0002494498,0.0002090833,0.0004447206,0.0002631026,0.0001924199,0.0002047504,0.0002035814,0.0002461612,0.001343061],"category_scores_gemma":[0.0006691313,0.00006462584,0.0004402332,0.0002426871,0.000187269,0.0002023012,0.0001718261,0.0002928757,0.0001278146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003363607,"about_ca_system_score_gemma":0.0003395731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006594471,"about_ca_topic_score_gemma":0.002345417,"domain_scores_codex":[0.9999058,0.00002308504,0.00001243543,0.00001709084,0.00001728962,0.0000242527],"domain_scores_gemma":[0.9996108,0.0001321022,0.0001339465,0.0000175519,0.00001527962,0.00009034666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0511427,0.00211094,0.4609056,0.001143211,0.0009770672,0.004015932,0.0003154931,0.003179869,0.01762894,0.0002516752,0.001778997,0.4565496],"study_design_scores_gemma":[0.002560769,0.05276737,0.9086419,0.0004626548,0.00231679,0.01561715,0.0003040994,0.002589258,0.007219229,0.0005119882,0.00697019,0.0000387158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885943,0.009783308,0.0003360766,0.0001436722,0.00004864887,0.00003212073,0.00007428969,0.00001937561,0.0009682311],"genre_scores_gemma":[0.9967091,0.002622926,0.0002276955,0.00007395237,0.00007579756,0.0000147538,0.0001425184,0.000002658268,0.0001306296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001343061,"threshold_uncertainty_score":0.004492998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100557660978743,"score_gpt":0.3194124560789986,"score_spread":0.2188547951002556,"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."}}