{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001378896,0.0001055883,0.0003218783,0.0001514008,0.00003120823,0.000001731456,0.00003888091,0.00005433142,0.00008790959],"category_scores_gemma":[0.00005412754,0.00007632453,0.0001611995,0.0002017803,0.00002315417,0.00006926263,0.00000945366,0.0002316744,0.000004360705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538277,"about_ca_system_score_gemma":0.00005790409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004467235,"about_ca_topic_score_gemma":3.685622e-7,"domain_scores_codex":[0.999097,0.00003647308,0.0002555752,0.0001396702,0.0003575839,0.0001136364],"domain_scores_gemma":[0.9995432,0.0000719881,0.0001323898,0.0001492004,0.00004248819,0.00006073895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002614692,0.0002702333,0.9950335,0.00005661471,0.00005892159,0.000002334758,0.0004635499,0.002105103,0.0006533184,0.00002773572,0.00002184301,0.00104538],"study_design_scores_gemma":[0.001689902,0.001211811,0.9965537,0.00006942057,0.00004940207,1.376669e-7,0.00005113313,0.00004382174,0.0002207593,0.00002041531,0.00001121941,0.00007827395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988429,0.00001664428,0.000004741333,0.0000798717,0.0001503229,0.0005451868,0.00006628579,0.0000130034,0.0002810442],"genre_scores_gemma":[0.9997561,0.00000204344,0.00001185805,0.00001365197,0.00001868766,0.00001509049,0.0001616989,0.0000151894,0.000005696169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002061281,"threshold_uncertainty_score":0.3112424,"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."}}