{"id":"W4411934395","doi":"10.1212/nxg.0000000000200275","title":"Diagnostic Accuracy of Clinical Manifestations in Identifying People With Tuberous Sclerosis Complex","year":2025,"lang":"en","type":"article","venue":"Neurology Genetics","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Centre Hospitalier de l’Université de Montréal; Université de Montréal; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Tuberous sclerosis; Medicine; Dermatology; Radiology","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":[0.0003855944,0.0001619146,0.0005503411,0.0003505938,0.0000720126,0.00001587521,0.0002593914,0.0001597738,0.0000966262],"category_scores_gemma":[0.002142612,0.0001528519,0.00008515638,0.0007027896,0.0003371731,0.00003241285,0.0002028966,0.0005918492,0.00002580143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001961921,"about_ca_system_score_gemma":0.0002857273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000222444,"about_ca_topic_score_gemma":0.00225711,"domain_scores_codex":[0.9976834,0.0003385818,0.000812468,0.0004467507,0.000312504,0.0004063107],"domain_scores_gemma":[0.994929,0.00397384,0.0001468564,0.0006024625,0.0002332726,0.0001145594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003010453,0.0004580669,0.9889569,0.0001288947,0.00005259623,0.0000922535,0.0001331839,0.0003761,0.003549638,0.0002292357,0.0006603197,0.005061711],"study_design_scores_gemma":[0.002608765,0.0009300385,0.9930539,0.0001135622,0.0000969524,0.0001089611,0.00003992646,0.002135003,0.0004293629,0.00022544,0.0001689409,0.00008915109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993928,0.0002598663,0.0005810803,0.003454714,0.0001717645,0.0007165438,0.00001151476,0.00003910428,0.0008373989],"genre_scores_gemma":[0.9953526,0.0005378896,0.002392375,0.001500617,0.00004753153,0.00005954647,0.00002223819,0.00002753129,0.00005972527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004972559,"threshold_uncertainty_score":0.6233122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583994019088637,"score_gpt":0.4205909204880267,"score_spread":0.262191518579163,"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."}}