{"id":"W4283373432","doi":"10.1093/pnasnexus/pgac095","title":"Sporadic, late-onset, and multistage diseases","year":2022,"lang":"en","type":"article","venue":"PNAS Nexus","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; University of Oxford; Medical Research Council Canada; British Heart Foundation","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002378746,0.0005339007,0.000490103,0.00122404,0.0003621161,0.001249406,0.0005642537,0.0007155362,0.002212612],"category_scores_gemma":[0.005515945,0.0002045367,0.001001558,0.001056599,0.0009255863,0.001016281,0.0008988257,0.0007823164,0.0003148771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008664779,"about_ca_system_score_gemma":0.0007656519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003292097,"about_ca_topic_score_gemma":0.003700396,"domain_scores_codex":[0.9989355,0.0003461358,0.00009650578,0.0003218562,0.0001627469,0.0001373007],"domain_scores_gemma":[0.9960673,0.001437406,0.001573561,0.0004965558,0.0002170496,0.0002081708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001947877,0.0004669889,0.7296794,0.001459115,0.0004960633,0.001878164,0.00270323,0.06210975,0.034397,0.07689212,0.003404955,0.08456542],"study_design_scores_gemma":[0.0001713899,0.002562021,0.5766363,0.0004276726,0.0005082479,0.008346875,0.001471413,0.2151397,0.01155803,0.1417514,0.04113347,0.0002934508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013495,0.006207225,0.08300898,0.0003211049,0.0001183035,0.0003569377,0.003125259,0.0002240639,0.005288683],"genre_scores_gemma":[0.9871815,0.000977126,0.009396888,0.00007021928,0.00004125098,0.0001299157,0.0008967788,0.00001783867,0.001288548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003292097,"threshold_uncertainty_score":0.01258016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005667076880520717,"score_gpt":0.2019614792057742,"score_spread":0.1962944023252535,"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."}}