{"id":"W7132945371","doi":"","title":"Geospatial Analytics and Mathematical Optimization in Pre-Hospital Resuscitation","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Analytics; Defibrillation; Process (computing); Resuscitation; Opioid overdose; SAFER; Intervention (counseling)","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":[0.003138287,0.001241629,0.00105012,0.001822394,0.0007196307,0.004005527,0.00143897,0.001744974,0.003186706],"category_scores_gemma":[0.01386034,0.0008281048,0.001922323,0.002380336,0.002216957,0.002454997,0.002652634,0.002617828,0.0003767476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003097038,"about_ca_system_score_gemma":0.002819914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03305881,"about_ca_topic_score_gemma":0.01610436,"domain_scores_codex":[0.9981642,0.001153771,0.00009956019,0.0002111131,0.0002429035,0.0001284737],"domain_scores_gemma":[0.9850043,0.01269556,0.000955993,0.0003860561,0.0007511042,0.0002069034],"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":[0.00002422083,0.00003181261,0.00298309,0.0001618074,0.0000952751,0.0000910698,0.0001476369,0.8714858,0.0001114795,0.1149563,0.002253324,0.00765825],"study_design_scores_gemma":[0.000008334004,0.0000195331,0.0007638237,0.00006889108,0.0000192299,0.00002306394,0.0001918807,0.909902,0.00009730183,0.08430065,0.004584359,0.00002092555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06635597,0.01105644,0.8739699,0.01865615,0.0005726623,0.0002208778,0.003236696,0.0007501994,0.02518122],"genre_scores_gemma":[0.7892033,0.01198164,0.1881621,0.001027485,0.0005991752,0.0004137561,0.001902257,0.0003387313,0.006371463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03305881,"threshold_uncertainty_score":0.06573278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009384266628153129,"score_gpt":0.3241520409988715,"score_spread":0.3147677743707184,"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."}}