{"id":"W2261940451","doi":"10.1136/bmjopen-2015-009841","title":"Survey of the capacity for essential surgery and anaesthesia services in Papua New Guinea","year":2015,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health and Surgery","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Western University","funders":"World Health Organization","keywords":"Medicine; Medical emergency; Health care","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":[0.001145785,0.0001936333,0.0001136054,0.0009260018,0.0003271739,0.0003534976,0.0006554811,0.0002980474,0.001939502],"category_scores_gemma":[0.003444346,0.0002118934,0.0001373892,0.0007770986,0.0005490243,0.0005682398,0.0008804292,0.0003009401,0.0001964365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008908882,"about_ca_system_score_gemma":0.002312085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0259013,"about_ca_topic_score_gemma":0.02832289,"domain_scores_codex":[0.99938,0.0001893804,0.0000674173,0.0000534016,0.0001163552,0.0001933367],"domain_scores_gemma":[0.9975102,0.0006221552,0.001157896,0.00005404007,0.0002931557,0.0003626562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000318196,0.00008735113,0.9835457,0.0002563382,0.00003349627,0.0003824605,0.002792224,0.0002466383,0.0006599526,0.0002310267,0.0009839531,0.01074902],"study_design_scores_gemma":[0.000004215359,0.0001441437,0.993104,0.0001211452,0.000005904742,0.0002836502,0.004402876,0.0001875136,0.0001092764,0.00004489309,0.001585118,0.000007281549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99657,0.0001322248,0.0001278034,0.0002770724,0.000007084238,0.00006740943,0.000942838,0.000005304948,0.00187027],"genre_scores_gemma":[0.9988194,0.0002062819,0.000267407,0.00008516679,0.000004308613,0.00009255028,0.0002977831,9.890965e-7,0.0002260671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0259013,"threshold_uncertainty_score":0.0515011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1900915412684977,"score_gpt":0.4106173631600817,"score_spread":0.220525821891584,"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."}}