{"id":"W2120860106","doi":"10.4314/mmj.v22i1.55904","title":"Factors Involved in Selection of a Career in Surgery and Orthopedics for Medical Students in Malawi","year":2010,"lang":"en","type":"article","venue":"Malawi Medical Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Orthopedic surgery; Medicine; Mentorship; Context (archaeology); Family medicine; Medical education; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002183796,0.0002192833,0.0001722822,0.0008513486,0.001504479,0.001471613,0.0004561598,0.000434228,0.005588369],"category_scores_gemma":[0.01162534,0.00020749,0.0002183218,0.0009544961,0.0008569031,0.0007585717,0.001615927,0.0008012074,0.0002567378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057945,"about_ca_system_score_gemma":0.003074642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0114245,"about_ca_topic_score_gemma":0.02909597,"domain_scores_codex":[0.9982814,0.0006722457,0.0001366434,0.00008633687,0.0002884477,0.0005349405],"domain_scores_gemma":[0.9910229,0.002778372,0.003572588,0.000128164,0.0005631469,0.001934718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002569399,0.00006639568,0.9899999,0.00009389286,0.00001236597,0.0001106646,0.002916937,0.00003032091,0.0001643878,0.0001098316,0.0002671529,0.006202402],"study_design_scores_gemma":[0.00000187172,0.0000679262,0.9865955,0.0001315918,0.000009350732,0.0001612371,0.01194614,0.00009839812,0.00007096786,0.00004162292,0.000870503,0.000004816099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980605,0.0003292498,0.00006641329,0.0006588936,0.000007950567,0.00002274989,0.00005657868,0.000001294269,0.0007963639],"genre_scores_gemma":[0.9992827,0.0003309028,0.0001125213,0.0000737541,0.000006593447,0.00001229431,0.00002903228,7.780557e-7,0.0001515738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114245,"threshold_uncertainty_score":0.02271605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0478040298252901,"score_gpt":0.3372191113914611,"score_spread":0.289415081566171,"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."}}