{"id":"W1607942038","doi":"10.1161/str.45.suppl_1.21","title":"Abstract 21: Are Stroke Outcomes Influenced by New Starting Residents? The July Effect: Myth or Reality?","year":2014,"lang":"en","type":"article","venue":"Stroke","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Stroke (engine); Thrombolysis; Modified Rankin Scale; Acute stroke; Emergency medicine; Swallowing; Physical therapy; Pediatrics; Internal medicine; Ischemic stroke; Tissue plasminogen activator; Surgery; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02503288,0.0005912714,0.0009788736,0.001269795,0.001193781,0.002347469,0.001926328,0.002091374,0.006396064],"category_scores_gemma":[0.07915416,0.0003950463,0.001694123,0.001396682,0.004807872,0.00282164,0.002744077,0.002250519,0.001022921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002277288,"about_ca_system_score_gemma":0.003482996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04150517,"about_ca_topic_score_gemma":0.03857207,"domain_scores_codex":[0.9820349,0.009320859,0.0009982005,0.002954771,0.003326072,0.001365132],"domain_scores_gemma":[0.8989606,0.04660532,0.03177398,0.007694667,0.009633482,0.005332001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008400379,0.00006268416,0.9630129,0.000251252,0.0008151747,0.0001186929,0.000839543,0.0002660079,0.00006916484,0.001128813,0.01568437,0.0169114],"study_design_scores_gemma":[0.00009768711,0.0003557299,0.9881131,0.0004541588,0.0005890456,0.0001776506,0.001527149,0.0007359745,0.0001503706,0.001944767,0.005801459,0.0000528053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7715319,0.02402253,0.003447224,0.171296,0.003352546,0.0002112821,0.005959461,0.000182859,0.01999623],"genre_scores_gemma":[0.9762098,0.002115888,0.0007070297,0.01628814,0.002529104,0.00007210224,0.001070218,0.00008154297,0.000926095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04150517,"threshold_uncertainty_score":0.1323881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620031511553407,"score_gpt":0.29494052214334,"score_spread":0.278740207027806,"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."}}