{"id":"W4206826233","doi":"10.3389/fped.2021.794069","title":"Diagnostic Approach to Macrocephaly in Children","year":2022,"lang":"en","type":"review","venue":"Frontiers in Pediatrics","topic":"Fetal and Pediatric Neurological Disorders","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Ministero dell’Istruzione, dell’Università e della Ricerca; Ministero della Salute","keywords":"Macrocephaly; Megalencephaly; Medicine; Pediatrics; Population; Sotos syndrome; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004039024,0.000576738,0.002259222,0.001704762,0.00005890409,0.0000213279,0.0005386928,0.0004848438,0.0001650676],"category_scores_gemma":[0.001496774,0.0004959239,0.0004921599,0.003936824,0.00004998871,0.00004510885,0.0003352687,0.001826221,0.00008279028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003258687,"about_ca_system_score_gemma":0.0003604617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004768994,"about_ca_topic_score_gemma":0.000001286134,"domain_scores_codex":[0.9965721,0.0002417054,0.0009378781,0.0009704534,0.0005628053,0.000715074],"domain_scores_gemma":[0.998542,0.0004647861,0.0002044255,0.0004657609,0.0000148115,0.0003082085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004410676,0.0009202652,0.1315036,0.007913926,0.00004584557,0.0002268074,0.00006935768,0.00003258296,8.11865e-10,0.00001339739,0.1018337,0.7573964],"study_design_scores_gemma":[0.0007536734,0.0002529981,0.005322278,0.0001467855,0.0008821887,0.000100696,0.00002430385,0.00001102259,2.043941e-9,0.00008562796,0.9918828,0.0005376128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001454941,0.9886075,0.0001283847,0.00004123282,0.001046971,0.00292029,0.0001446847,0.00006671625,0.006898704],"genre_scores_gemma":[0.0000242105,0.9946201,0.002188183,0.0004954499,0.0006693822,0.0007413541,0.0006538227,0.00009285881,0.0005146834],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8900491,"threshold_uncertainty_score":0.9997492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538766999082001,"score_gpt":0.2779528238820323,"score_spread":0.2525651538912123,"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."}}