{"id":"W4386268676","doi":"10.14785/lymphosign-2023-0008","title":"Neurodevelopmental disorder and immunodeficiency","year":2023,"lang":"en","type":"article","venue":"LymphoSign Journal","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Primary immunodeficiency; Immunodeficiency; Medicine; Immune system; Acquired immune system; Epilepsy; Immunology; Neuroscience; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007101041,0.0001121027,0.0001480929,0.0001905401,0.001879524,0.00002006745,0.0001320976,0.00008615838,0.0003261309],"category_scores_gemma":[0.0001951162,0.00008532946,0.00004007364,0.0004015104,0.0000447787,0.0001252263,0.00009291997,0.000345783,0.0006843488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008523271,"about_ca_system_score_gemma":0.001091273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002309227,"about_ca_topic_score_gemma":0.000001223203,"domain_scores_codex":[0.9982741,0.0002359095,0.0004373042,0.0001560662,0.0002429463,0.0006536687],"domain_scores_gemma":[0.9990857,0.0002165579,0.000140124,0.0001021994,0.00006036663,0.0003950312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007065649,0.00005733378,0.8700366,0.0001466834,0.00001360795,0.000127041,0.001231403,0.000008376724,0.0002994773,0.0002114247,0.0767534,0.05104399],"study_design_scores_gemma":[0.001611995,0.00007130434,0.8631228,0.00005559184,0.0000128168,0.00006672045,0.002513053,0.0001442662,0.000001716368,0.0005192778,0.1317143,0.0001661466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935132,0.002470293,0.0002004851,0.0006570072,0.0008756532,0.0001947394,0.00001079984,0.0001270178,0.001950835],"genre_scores_gemma":[0.9892695,0.0041619,0.0001326105,0.004323186,0.0007830407,0.0000465526,0.000007809392,0.00003541264,0.001239981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0549609,"threshold_uncertainty_score":0.9994199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736387800420154,"score_gpt":0.3796742439682362,"score_spread":0.3423103659640346,"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."}}