{"id":"W4235132881","doi":"10.1016/s0099-1767(03)00489-6","title":"A comprehensive ED orientation for new graduates in the emergency departmentThe 4-year experience of one canadian teaching hospital","year":2003,"lang":"en","type":"article","venue":"Journal of Emergency Nursing","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Emergency department; Specialty; Nursing; Graduation (instrument); Nursing shortage; Health care; Medicine; Unit (ring theory); Economic shortage; Medical education; Psychology; Nurse education; Family medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001125207,0.00008483638,0.0001504485,0.0001464263,0.0004863999,0.00002775764,0.0002625723,0.00004556455,0.0003865435],"category_scores_gemma":[0.001593485,0.00007391818,0.00009511802,0.0003792988,0.00005656797,0.0005873178,0.00000218191,0.0002215957,0.000002863103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001971115,"about_ca_system_score_gemma":0.0006456006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01920422,"about_ca_topic_score_gemma":0.007890858,"domain_scores_codex":[0.9980707,0.0005940119,0.0005384296,0.0001112556,0.0004116214,0.0002739842],"domain_scores_gemma":[0.9986256,0.0001732629,0.0006316201,0.00009988442,0.000317099,0.0001524756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003053375,0.0003904539,0.0914229,0.00001322017,0.00004015295,0.000001837113,0.8687794,0.000139674,0.0004969787,0.020789,0.01429869,0.003597131],"study_design_scores_gemma":[0.0007354068,0.0004653567,0.07625085,0.0002070893,0.0001163803,0.000005537158,0.6461578,0.00001718922,0.0002815023,0.01009187,0.2653606,0.0003103801],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839662,0.0007577926,0.0006046352,0.006945809,0.004147808,0.0003088694,0.000001331288,0.000004099237,0.003263422],"genre_scores_gemma":[0.9947425,0.000310572,0.004367581,0.00002607637,0.0003215902,0.000006427785,0.00000133772,0.00000913542,0.0002147614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2510619,"threshold_uncertainty_score":0.987327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06676579493316713,"score_gpt":0.420443875219117,"score_spread":0.3536780802859499,"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."}}