{"id":"W2001919145","doi":"10.1503/cjs.010414","title":"Surgical training in Guyana: the next generation","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Georgetown Hospital","funders":"","keywords":"Medicine; General partnership; Curriculum; Credibility; Medical education; Training (meteorology); Health care; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00355638,0.0006555314,0.000305869,0.001507035,0.004154857,0.004108805,0.001780048,0.004928402,0.03370799],"category_scores_gemma":[0.003462473,0.0003415741,0.0006823952,0.00108325,0.002262578,0.002662038,0.008034746,0.004560845,0.005368335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007940386,"about_ca_system_score_gemma":0.03224976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04436911,"about_ca_topic_score_gemma":0.09799949,"domain_scores_codex":[0.996396,0.0007529727,0.00006955221,0.0001679774,0.0004308625,0.002182679],"domain_scores_gemma":[0.9904249,0.0007854641,0.0003474065,0.0002042704,0.0007957971,0.007442233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003813669,0.000585658,0.03934836,0.001831627,0.00003382713,0.003603441,0.01325744,0.000392217,0.003468213,0.0291605,0.4232478,0.4846896],"study_design_scores_gemma":[0.00007824659,0.0006356415,0.04902432,0.002328144,0.00002987549,0.003139547,0.02657205,0.0003800216,0.0005119573,0.00673659,0.9104855,0.00007809548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06715918,0.06458092,0.002285076,0.7870597,0.01005991,0.0001227955,0.00049251,0.0004194168,0.06782047],"genre_scores_gemma":[0.5699724,0.08551902,0.0189159,0.234322,0.005135551,0.0004277204,0.001625941,0.0002705072,0.08381098],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04436911,"threshold_uncertainty_score":0.1127645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4880068001693522,"score_gpt":0.4364040938461121,"score_spread":0.0516027063232401,"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."}}