{"id":"W4389083691","doi":"10.2196/41551","title":"Predictive Dispatch of Volunteer First Responders: Algorithm Development and Validation","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse","keywords":"Computer science; Volunteer; Process (computing); Algorithm; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005297855,0.001340052,0.001252195,0.001714889,0.0005906322,0.0009991731,0.00159631,0.001428662,0.001882585],"category_scores_gemma":[0.0144935,0.0005206066,0.0009595531,0.000810482,0.0004108025,0.0008970837,0.001025169,0.001524211,0.0006045123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275442,"about_ca_system_score_gemma":0.002983036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701538,"about_ca_topic_score_gemma":0.006622795,"domain_scores_codex":[0.9990172,0.0004151003,0.00009635622,0.0002508919,0.0001204638,0.00009984541],"domain_scores_gemma":[0.9918915,0.00597675,0.000389715,0.0003079767,0.001241538,0.0001924488],"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":[0.0006816048,0.0004278453,0.02634833,0.00009293919,0.0001632134,0.000114732,0.0001250878,0.8650198,0.0009269015,0.0009098735,0.002224832,0.1029649],"study_design_scores_gemma":[0.00002686492,0.00003633981,0.0005749909,0.000005175852,0.000007844336,0.000012223,0.00001594891,0.9986615,0.0002058845,0.0003366673,0.000112418,0.000004077202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4419387,0.0007621378,0.5478151,0.001138909,0.0001763079,0.0009533903,0.00109056,0.004295075,0.001829769],"genre_scores_gemma":[0.8070906,0.0002594428,0.1892771,0.0001947004,0.00006491416,0.0007564418,0.001251959,0.00007514879,0.001029673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01701538,"threshold_uncertainty_score":0.03383273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04999026530664933,"score_gpt":0.3683049121478341,"score_spread":0.3183146468411847,"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."}}