{"id":"W7099723341","doi":"","title":"2003s-24 Metric-Based Model Selection For Time-Series Forecasting","year":2008,"lang":"en","type":"article","venue":"","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Notice; Private sector; Public policy; Selection (genetic algorithm)","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":[0.007263334,0.001755247,0.002696571,0.002598762,0.0009805411,0.002217892,0.001841868,0.001869933,0.01056772],"category_scores_gemma":[0.02116937,0.001049175,0.002383738,0.002400687,0.0005152669,0.001334624,0.001400604,0.002721006,0.003287438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002314089,"about_ca_system_score_gemma":0.003447637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04202675,"about_ca_topic_score_gemma":0.02576764,"domain_scores_codex":[0.9972726,0.001791267,0.0002127774,0.000275813,0.0003007925,0.0001468351],"domain_scores_gemma":[0.9923648,0.00438744,0.0003480132,0.0006326447,0.002025879,0.0002412588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003081548,0.0001072306,0.003431467,0.0001843148,0.0004839142,0.000145259,0.00005535882,0.8328656,0.0005472684,0.006175631,0.01787455,0.1378212],"study_design_scores_gemma":[0.00001288231,0.00002111703,0.000417421,0.00001301429,0.00001029297,0.000008919345,0.000006982132,0.9963902,0.0001116096,0.001954575,0.001045501,0.000007582546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05845778,0.003276398,0.9137326,0.002347704,0.0008793126,0.000510734,0.005867716,0.006266925,0.008660757],"genre_scores_gemma":[0.6675599,0.001401909,0.2910731,0.0004467661,0.0003859391,0.001245733,0.02248023,0.0008307687,0.01457557],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04202675,"threshold_uncertainty_score":0.08356428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835605766503574,"score_gpt":0.3265939370502721,"score_spread":0.1430333603999148,"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."}}