{"id":"W2747345952","doi":"10.7759/cureus.1608","title":"Medical Students' Perceptions of Emergency Medicine Careers","year":2017,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Specialty; Medicine; Curriculum; Perception; Medical education; Family medicine; Relevance (law); Qualitative research; Medical school; Psychology; Pedagogy","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":[0.00201121,0.0001298475,0.0001566881,0.0006333677,0.001328739,0.001912549,0.0002736452,0.0006063415,0.005766599],"category_scores_gemma":[0.00747448,0.0001156449,0.0002172468,0.0003028455,0.001095156,0.0006986041,0.002111531,0.0008024101,0.0003095793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009675307,"about_ca_system_score_gemma":0.001201184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895423,"about_ca_topic_score_gemma":0.003025242,"domain_scores_codex":[0.9987913,0.0003849833,0.00007178177,0.00006685567,0.0003304346,0.0003546598],"domain_scores_gemma":[0.9924099,0.001553068,0.001526259,0.00008293112,0.0006452375,0.003782593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002161374,0.0003778166,0.8753997,0.0002725103,0.00003342314,0.000955095,0.07712618,0.0002587835,0.002014962,0.001345533,0.004124789,0.03787503],"study_design_scores_gemma":[0.00002162387,0.0005065121,0.7220088,0.0003650444,0.00001561316,0.001659611,0.2582302,0.00036061,0.000568579,0.0006394794,0.01557655,0.00004745504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960521,0.0001878777,0.00008960522,0.001281228,0.0000216793,0.000006579669,0.00003075507,0.000003851772,0.002326315],"genre_scores_gemma":[0.9993635,0.0001115745,0.00004422775,0.0001549498,0.00001080709,0.000003512238,0.00001108113,7.220529e-7,0.0002996788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005766599,"threshold_uncertainty_score":0.01929122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05815683642598929,"score_gpt":0.4164898553723584,"score_spread":0.3583330189463692,"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."}}