{"id":"W4405734037","doi":"10.1016/j.sger.2024.10.001","title":"10.1016/j.sger.2024.10.001","year":2000,"lang":"en","type":"editorial","venue":"Time to knit","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001830105,0.0004872951,0.0009618493,0.0002006847,0.0000635644,0.00003947812,0.0003373937,0.0006630017,0.9992615],"category_scores_gemma":[0.0008759337,0.0003847761,0.0002670979,0.0003029634,0.00008852953,0.00003978772,0.0001168591,0.00101933,0.9962544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003514283,"about_ca_system_score_gemma":0.0002519057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003468491,"about_ca_topic_score_gemma":1.980731e-7,"domain_scores_codex":[0.9973356,0.00007293044,0.0004101116,0.0007119621,0.0008659459,0.0006035252],"domain_scores_gemma":[0.9983127,0.0002988529,0.00009443871,0.0006100662,0.0001770519,0.0005068842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007739251,0.0002102365,3.989085e-9,0.00004997881,0.00006361303,0.0000865662,0.000002441988,9.761462e-7,0.000007115767,8.527601e-8,0.7641662,0.2346389],"study_design_scores_gemma":[0.001368243,0.001100919,0.000001230744,0.0000710606,0.0003183506,0.000009123908,3.492148e-7,0.000002496837,0.000004589889,0.000008294619,0.9967351,0.0003802377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002664996,0.000459343,4.702057e-8,0.0004103885,0.02385737,0.000537681,0.0002018931,0.0002463725,0.9742842],"genre_scores_gemma":[5.515862e-8,0.000008340146,0.00001172895,0.0001203455,0.3679658,0.00005102398,0.0005304917,0.00006014762,0.6312521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3441085,"threshold_uncertainty_score":0.9998604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005935484752384206,"score_gpt":0.207694857086239,"score_spread":0.2017593723338548,"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."}}