{"id":"W3176872440","doi":"10.1192/bjo.2021.649","title":"Predictors of cognitive, behavioural and academic difficulties in NF1","year":2021,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Chromatin Remodeling and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Referral; Cognition; Population; Epilepsy; Cohort; Clinical psychology; Medicine; Psychiatry; Psychology; Cohort study; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.00007289119,0.00006034578,0.00009909943,0.00001172337,0.00001640806,0.00001182592,0.0001035357,0.00008647396,0.00001736609],"category_scores_gemma":[0.00004915991,0.00005671264,0.00002032389,0.00004400632,0.0000426214,0.000003132401,0.0001579832,0.00006613492,6.788676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003975151,"about_ca_system_score_gemma":0.00005554268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008442126,"about_ca_topic_score_gemma":0.0001340409,"domain_scores_codex":[0.9995217,0.00002844184,0.0001343522,0.000175438,0.00005340315,0.0000866261],"domain_scores_gemma":[0.9997922,0.000008156548,0.00003763184,0.00009064176,0.00004317579,0.00002820217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001282515,0.00009975742,0.5683459,0.00003151538,0.00004229314,0.000004873853,0.000359606,0.00001665493,0.4208015,0.00002281001,0.00190145,0.008245401],"study_design_scores_gemma":[0.002183075,0.0001436514,0.6228373,0.0002505476,0.00002898953,0.00002741584,0.001144653,0.00006014508,0.3718296,0.00005346286,0.001236138,0.0002050655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970337,0.001749348,0.00003129875,0.00006727945,0.00006719228,0.0001559325,0.00002928437,0.000002193264,0.0008637641],"genre_scores_gemma":[0.9984183,0.0005257393,0.0001731069,0.00007730647,0.00003503161,0.00002063506,0.00008545184,0.000007163499,0.0006572103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05449138,"threshold_uncertainty_score":0.2312674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342397412742968,"score_gpt":0.3287258448558034,"score_spread":0.2944861035815066,"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."}}