{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001091243,0.0005675399,0.0004587598,0.001728034,0.0007835675,0.001115963,0.0006919364,0.0007231954,0.002448367],"category_scores_gemma":[0.004949026,0.0002498626,0.0006618949,0.001559722,0.0007140314,0.001050452,0.001062175,0.001270149,0.0002852624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005711709,"about_ca_system_score_gemma":0.0005986656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009921335,"about_ca_topic_score_gemma":0.01148353,"domain_scores_codex":[0.9992661,0.0001333981,0.00009810062,0.0001857561,0.0001780859,0.0001384697],"domain_scores_gemma":[0.9966633,0.0005740193,0.001938487,0.0001248528,0.0002046741,0.000494644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002659381,0.00001590133,0.9991886,0.0000100879,0.00001293461,0.00006176361,0.00005958432,0.00002003621,0.00003600727,0.000009103958,0.00002957742,0.0005299246],"study_design_scores_gemma":[0.000001168026,0.00004208663,0.999337,0.000009077825,0.00000732572,0.0003474769,0.0001257564,0.00002478505,0.0000143974,0.00002210912,0.00006623595,0.000002522649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997923,0.0006894479,0.00004196076,0.00008034227,0.000005461392,0.00001101801,0.0006944081,0.000003728373,0.0005507286],"genre_scores_gemma":[0.9986915,0.0002347579,0.00009741342,0.00002483368,0.00001390104,0.00001514243,0.0007755492,0.000003558667,0.0001432129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009921335,"threshold_uncertainty_score":0.01972717,"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."}}