{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0121723,0.0001039793,0.0003740214,0.0003875779,0.000108052,0.00005063921,0.0005200357,0.0004342079,0.0009695409],"category_scores_gemma":[0.007241822,0.00008720604,0.00006848163,0.000495981,0.0005311479,0.0001740145,0.0001101873,0.001231507,6.586022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009232477,"about_ca_system_score_gemma":0.0009236161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680693,"about_ca_topic_score_gemma":0.08488221,"domain_scores_codex":[0.9953111,0.0002863347,0.0005450252,0.0001695974,0.003281205,0.0004067624],"domain_scores_gemma":[0.9982259,0.000924432,0.0001190723,0.00005411704,0.0001153267,0.0005611844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005032375,0.0001704188,0.9887068,0.00002617099,0.000009435166,0.0001074234,0.003439834,5.730211e-7,0.000009719969,0.0004719585,0.0007583507,0.006249031],"study_design_scores_gemma":[0.001898223,0.00008882999,0.9755183,0.0004017981,0.00001492297,0.00001431608,0.01731879,0.0001253884,0.00001484533,0.0006270819,0.003844864,0.0001326638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945355,0.0000920541,0.00004327001,0.003914399,0.0009876911,0.000162558,0.000002391621,0.000007347385,0.0002547654],"genre_scores_gemma":[0.9985624,0.0005156333,0.0000410756,0.0004617245,0.0003583179,0.000005079334,0.000003532455,0.000006434588,0.00004579772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08320152,"threshold_uncertainty_score":0.9999437,"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."}}