{"id":"W4387610622","doi":"10.1097/01.tp.0000993236.66764.ea","title":"213.2: Referral rates and hospitalization characteristics of referred and non-referred patients meeting GIVE clinical triggers prior to enactment of mandatory referral legislation","year":2023,"lang":"en","type":"article","venue":"Transplantation","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Referral; Legislation; Medicine; Family medicine; Medical emergency; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005623821,0.0001363423,0.0003297738,0.0003426994,0.00008254195,0.00002877471,0.00006450671,0.0001511508,0.00000478905],"category_scores_gemma":[0.0001012917,0.0001300744,0.00003347634,0.000341847,0.00004943072,0.0003806506,0.00002572927,0.0000833473,0.00000733076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950996,"about_ca_system_score_gemma":0.00001993802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006343283,"about_ca_topic_score_gemma":0.0001813819,"domain_scores_codex":[0.998558,0.00003653122,0.0007660024,0.0002647371,0.0001993768,0.0001753552],"domain_scores_gemma":[0.9991331,0.0000624454,0.0004489331,0.0001183431,0.0002146603,0.00002253515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000713107,0.0001151427,0.9263036,0.002207741,0.00006408619,0.000005389089,0.00164493,0.00001006182,0.002400485,0.001397347,0.0002714453,0.06486663],"study_design_scores_gemma":[0.001490096,0.0001366358,0.995893,0.0002870046,0.00006614465,4.914828e-7,0.000248964,0.0007385852,0.0003037463,0.0001180755,0.0005822207,0.000135028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998156,0.0000159797,0.0002563548,0.0002159588,0.0003045874,0.0006177763,0.00004111673,0.00007277503,0.000319498],"genre_scores_gemma":[0.9987447,0.0002263512,0.000135465,0.00007601918,0.0001042831,0.00002285114,0.0006486494,0.00001920533,0.00002248386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06958938,"threshold_uncertainty_score":0.5304282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03798884792853056,"score_gpt":0.311720858889014,"score_spread":0.2737320109604834,"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."}}