{"id":"W4380795249","doi":"10.1161/circ.146.suppl_1.14369","title":"Abstract 14369: “July Effect”: Impact of Academic Year Transition on In-Hospital Outcomes of Patients With Cardiac Arrest","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency medicine; Quarter (Canadian coin); Retrospective cohort study; Sample size determination; Pediatrics; Demography; Internal medicine","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":[0.001920061,0.0001788967,0.0002687828,0.0009456758,0.0005133868,0.000929118,0.0005111142,0.0003381456,0.003771737],"category_scores_gemma":[0.00712692,0.0001130044,0.0005239535,0.001030661,0.0005329639,0.000644184,0.00106043,0.0007280767,0.0004036604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008127494,"about_ca_system_score_gemma":0.001584813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006348816,"about_ca_topic_score_gemma":0.007955719,"domain_scores_codex":[0.9988006,0.000382801,0.0001326119,0.0001219145,0.0002649211,0.0002970471],"domain_scores_gemma":[0.9897236,0.00147645,0.005463007,0.0002337773,0.0008422997,0.002260898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001001483,0.00004075501,0.9974602,0.00001623106,0.00002739353,0.00001775874,0.00004978682,0.00004491876,0.00003200066,0.00002135942,0.0004756426,0.001713856],"study_design_scores_gemma":[0.000003193716,0.00005135599,0.9994013,0.00001297947,0.00001002206,0.00003379088,0.0002014413,0.00009308924,0.00002263976,0.00001682666,0.0001516966,0.000001590067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972094,0.0002911257,0.00008992518,0.0005960096,0.00004221833,0.000012807,0.000640987,0.000007514036,0.001110043],"genre_scores_gemma":[0.9990557,0.0001102154,0.00005350221,0.00008519677,0.00006733208,0.000008906276,0.0004643534,0.000002819028,0.0001521133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006348816,"threshold_uncertainty_score":0.01262373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006428175502170413,"score_gpt":0.2686135747066613,"score_spread":0.2621853992044909,"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."}}