{"id":"W3019149860","doi":"10.36834/cmej.61649","title":"Perceptions of preparedness: How hospital-based orientation can enhance the transition from academic to clinical learning.","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Toronto; University Health Network; Hospital for Sick Children; Sinai Health System; North York General Hospital","funders":"","keywords":"Preceptor; Preparedness; Perception; Psychology; Medical education; Orientation (vector space); Medicine; Pedagogy; Humanities; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00569794,0.0002481191,0.0001288725,0.0004238165,0.001122725,0.002628588,0.0007221365,0.0008072024,0.002456605],"category_scores_gemma":[0.01579242,0.0001794968,0.0003052875,0.0002085792,0.001627663,0.001581599,0.002613326,0.001474627,0.0002384101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001715194,"about_ca_system_score_gemma":0.004415786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003564937,"about_ca_topic_score_gemma":0.007040923,"domain_scores_codex":[0.9977027,0.001276247,0.00008818357,0.00009133908,0.0004204861,0.0004212608],"domain_scores_gemma":[0.9924214,0.002380174,0.00135144,0.0001489877,0.0007020184,0.002995924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002997199,0.001425435,0.4153091,0.000805035,0.00008496124,0.002501729,0.4096531,0.0005495672,0.006103391,0.003686914,0.008965208,0.1506158],"study_design_scores_gemma":[0.00004118063,0.00122584,0.1907086,0.000659912,0.00005781952,0.001542774,0.7766761,0.0006947642,0.002378216,0.002650007,0.02324875,0.0001161486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888887,0.0004465805,0.001237062,0.004114343,0.00007287046,0.00007191223,0.00002624032,0.00002576073,0.005116676],"genre_scores_gemma":[0.9982671,0.0001947326,0.0006713094,0.0003272448,0.000006696555,0.00001627625,0.00001216378,0.000003626566,0.0005008943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00569794,"threshold_uncertainty_score":0.0301339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01705998468575256,"score_gpt":0.3665826799835828,"score_spread":0.3495226952978303,"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."}}