{"id":"W7161980096","doi":"10.82308/24586","title":"Identification of genetic and epigenetic alterations in pediatric high-grade astrocytomas","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tumor suppressor gene; Genetic inheritance; Astrocytoma; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002477407,0.0001719207,0.0002385558,0.0005840278,0.0002660296,0.0004915968,0.0001605327,0.0003118963,0.002019913],"category_scores_gemma":[0.0006054657,0.000172841,0.0002895247,0.0006491527,0.0001838801,0.0002029264,0.0001897807,0.0003561687,0.0003967493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003975891,"about_ca_system_score_gemma":0.0005431207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002129292,"about_ca_topic_score_gemma":0.005384212,"domain_scores_codex":[0.9997942,0.00002008226,0.0000166896,0.00005956558,0.00007170811,0.00003778002],"domain_scores_gemma":[0.9997361,0.00004703577,0.00009736181,0.00002400467,0.00007039362,0.00002505554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001286044,0.0001414212,0.443944,0.001017462,0.0004415479,0.002941486,0.0005827055,0.001180641,0.3681146,0.0010758,0.003381975,0.1758924],"study_design_scores_gemma":[0.00004342001,0.0005144747,0.8584931,0.0001396052,0.0005045586,0.00763558,0.0006642872,0.0014729,0.09985121,0.0008366581,0.02981737,0.00002675465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722379,0.01466798,0.004246756,0.0005510692,0.00008610132,0.00007776856,0.003344322,0.000146418,0.004641712],"genre_scores_gemma":[0.9830646,0.007848209,0.003649437,0.000195587,0.0000284068,0.00008975478,0.002235832,0.00002875877,0.002859479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002129292,"threshold_uncertainty_score":0.006757259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416668711816773,"score_gpt":0.2942433831216549,"score_spread":0.2800766960034872,"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."}}