{"id":"W6904794616","doi":"10.1371/journal.pone.0289429.s007","title":"Hyperparameter tuning details.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brier score; Triage; Emergency department; Hospital admission; Referral; Ambulatory; Confidence interval; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003043044,0.002684958,0.001254321,0.001626379,0.0006715207,0.002382373,0.003322836,0.003336991,0.1737292],"category_scores_gemma":[0.02152119,0.001017618,0.001716108,0.001438902,0.0004413209,0.002218811,0.001574484,0.003962099,0.06349118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018473,"about_ca_system_score_gemma":0.002678051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008275436,"about_ca_topic_score_gemma":0.01101438,"domain_scores_codex":[0.998969,0.0003335251,0.0001002917,0.0002823228,0.0001611511,0.0001537733],"domain_scores_gemma":[0.996763,0.001805392,0.00009709244,0.0006346293,0.0005547993,0.0001451596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00106799,0.0007217827,0.004266055,0.00143729,0.000372061,0.0002876324,0.0002378813,0.09644465,0.002863098,0.008647086,0.5008996,0.382755],"study_design_scores_gemma":[0.001789543,0.0002069931,0.002892094,0.0007061475,0.0001951424,0.0003073449,0.0003301124,0.6883017,0.008874863,0.03390136,0.2623668,0.0001279336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03517057,0.006906117,0.5349539,0.004790941,0.006056998,0.003580058,0.06408686,0.240754,0.1037005],"genre_scores_gemma":[0.2085035,0.001510989,0.6180763,0.003708183,0.000718498,0.006006451,0.06456698,0.03002879,0.06688045],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1737292,"threshold_uncertainty_score":0.581182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07849860892098981,"score_gpt":0.3182232178549284,"score_spread":0.2397246089339385,"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."}}