{"id":"W2889302587","doi":"10.2196/11802","title":"Automated Patient Navigation Platform Increases Referral Conversion for Surgical Consultations","year":2018,"lang":"en","type":"article","venue":"Iproceedings","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Schedule; Medicine; Medical emergency; Revenue; Operations management; Nursing; Business; Computer science; Finance; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001755039,0.0001119883,0.0001497424,0.0001665906,0.0003782219,0.00009744504,0.00009385233,0.000143275,0.00005383344],"category_scores_gemma":[0.000191755,0.00009990093,0.00004034737,0.0003475959,0.00009280427,0.0006441186,0.00005591715,0.00007135273,0.0001912111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004485164,"about_ca_system_score_gemma":0.00002496977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205608,"about_ca_topic_score_gemma":0.00004032985,"domain_scores_codex":[0.9991153,0.000001327985,0.0002750494,0.0002179945,0.0001399926,0.0002502826],"domain_scores_gemma":[0.9989536,0.00003811258,0.0001958609,0.00006779296,0.0007269599,0.0000177212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000739073,0.0003794601,0.03607798,0.002230979,0.0001049838,0.00002961791,0.001134266,0.000001560476,0.003682274,0.7087325,0.1883292,0.05855818],"study_design_scores_gemma":[0.002304058,0.000201699,0.002719188,0.0002121581,0.00004275183,0.00003744792,0.001947175,0.023046,0.001365692,0.00481475,0.9629686,0.0003404626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992695,0.00001484957,0.00004600183,0.0008550931,0.0003332711,0.0004549768,0.000008451341,0.000990755,0.004601582],"genre_scores_gemma":[0.9982809,0.000001257733,0.0002523469,0.0004833821,0.0007420651,0.00006726254,0.0001030122,0.00001724316,0.00005253349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746395,"threshold_uncertainty_score":0.4073842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03122188550940591,"score_gpt":0.2860158026887373,"score_spread":0.2547939171793314,"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."}}