{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01026139,0.0007127278,0.0004961298,0.003416493,0.0003763352,0.001558796,0.001002424,0.001223021,0.001005142],"category_scores_gemma":[0.05686341,0.0004809922,0.0009567874,0.001059428,0.00073135,0.001133534,0.001071028,0.0008529486,0.0003153861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000400975,"about_ca_system_score_gemma":0.0004513369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00261446,"about_ca_topic_score_gemma":0.002797756,"domain_scores_codex":[0.9908044,0.005664125,0.0009752502,0.001035079,0.001119184,0.0004018862],"domain_scores_gemma":[0.9627643,0.02837343,0.004168369,0.001699115,0.002116994,0.0008778696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001870475,0.00002443894,0.9948773,0.00002551814,0.0001245113,0.00005494736,0.00004916233,0.0005351879,0.0001044123,0.00004132988,0.0001537902,0.003822316],"study_design_scores_gemma":[0.00004638887,0.0002238083,0.980832,0.0001131177,0.0004258374,0.001894584,0.0002366874,0.01435477,0.0008559337,0.0005070212,0.0004844852,0.00002541008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924893,0.001893279,0.001726226,0.0003545734,0.00004870542,0.00003786409,0.000927007,0.00005270723,0.002470317],"genre_scores_gemma":[0.9988828,0.0001245017,0.0006249837,0.0000329301,0.0000174896,0.000008035388,0.0002726217,0.00000311544,0.00003347446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01026139,"threshold_uncertainty_score":0.05426806,"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."}}