{"id":"W2306236049","doi":"10.1007/s00268-016-3486-1","title":"Surgical Non‐governmental Organizations: Global Surgery’s Unknown Nonprofit Sector","year":2016,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Listing (finance); Nonprofit sector; Health care; Vascular surgery; Inclusion (mineral); Global health; Public relations; Political science; Cardiac surgery; Public health; Business; Nursing; Surgery; Sociology; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001759924,0.0002870933,0.001137654,0.0003936901,0.0001235808,0.00003064907,0.0001187082,0.0001280141,0.002161532],"category_scores_gemma":[0.001061231,0.0001850225,0.0006164781,0.001522996,0.0001327364,0.0003251508,0.00005126935,0.0002488009,0.000202569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126462,"about_ca_system_score_gemma":0.001673245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003471251,"about_ca_topic_score_gemma":0.00002832439,"domain_scores_codex":[0.9962276,0.0001386579,0.001501232,0.0002629773,0.001095047,0.0007744534],"domain_scores_gemma":[0.995473,0.001908119,0.0007104253,0.0002905329,0.0006425271,0.0009753855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008878532,0.0002702045,0.8194394,0.00008680398,0.0001136486,0.002324978,0.000008226214,4.187294e-7,0.0002668624,0.0003006363,0.1626045,0.01369656],"study_design_scores_gemma":[0.002419748,0.0001252361,0.5733978,0.002372805,0.0001972562,0.008988877,0.00008940159,0.000006843643,0.001627747,0.0002199798,0.4100208,0.0005335092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786386,0.001820971,0.0002251516,0.009603033,0.003812592,0.0001869699,0.00006295023,0.00005477602,0.005594879],"genre_scores_gemma":[0.9933845,0.001059393,0.0001561722,0.001250512,0.001522926,0.000003202104,0.00001020373,0.00003780344,0.00257527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474163,"threshold_uncertainty_score":0.9987506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108712978611393,"score_gpt":0.2775436561955919,"score_spread":0.256456526409478,"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."}}