{"id":"W4404159929","doi":"10.15537/smj.2024.45.11.20240444","title":"Central nervous system manifestations of tuberous sclerosis complex","year":2024,"lang":"en","type":"article","venue":"Saudi Medical Journal","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"Sidra Medicine","keywords":"Medicine; Tuberous sclerosis; Central nervous system; Central nervous system disease; Dermatology; Pathology; Surgery; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001046064,0.0002065177,0.0005066216,0.0003591038,0.0002017553,0.000115405,0.0003499834,0.0001745003,0.003187909],"category_scores_gemma":[0.0004846796,0.0001585007,0.0003126204,0.0005675973,0.0003639951,0.0001564571,0.0001199304,0.001277628,0.0001731435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042139,"about_ca_system_score_gemma":0.001077681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080538,"about_ca_topic_score_gemma":0.00002624452,"domain_scores_codex":[0.9953571,0.0002201271,0.0008619401,0.0002971585,0.002506552,0.0007570986],"domain_scores_gemma":[0.9976762,0.0003503318,0.00009976771,0.0003025038,0.0003057414,0.001265465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006408691,0.001398463,0.01842351,0.00686504,0.002098232,0.03027992,0.002713447,0.0001480792,0.06514288,0.01927099,0.2088774,0.6441411],"study_design_scores_gemma":[0.003901911,0.001364772,0.7818645,0.01429578,0.0006118671,0.1437452,0.001886843,0.03770036,0.0008996571,0.0005343431,0.01267672,0.0005180574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516116,0.004142331,0.0153788,0.01719981,0.001931928,0.0005686248,0.00006911417,0.0003905684,0.008707261],"genre_scores_gemma":[0.9960449,0.0003454763,0.001754987,0.0003104525,0.001176265,0.00001021023,0.00002181115,0.00005388816,0.0002820374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.763441,"threshold_uncertainty_score":0.9977233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07558452558544144,"score_gpt":0.3326038805453433,"score_spread":0.2570193549599019,"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."}}