{"id":"W2310445468","doi":"10.1302/2048-0105.12.360018","title":"Orthopaedics in the developing world","year":2012,"lang":"en","type":"article","venue":"Bone and Joint 360","topic":"Global Health and Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"New guinea; Orthopedic surgery; Medicine; Work (physics); Family medicine; Medical education; Library science; Management; History; Engineering; Surgery; Ethnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007229989,0.00005013494,0.0001411997,0.00007208811,0.00004017407,0.000004838935,0.000008838546,0.0000252064,0.00001968372],"category_scores_gemma":[0.00007534844,0.00003057131,0.00002655229,0.0001677613,0.00001788485,0.00003806097,0.00001259112,0.0001129165,0.00002341321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001667873,"about_ca_system_score_gemma":0.00005790152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005708135,"about_ca_topic_score_gemma":0.00008356568,"domain_scores_codex":[0.9993706,0.00002593203,0.0001700165,0.00005732664,0.0001044448,0.0002716948],"domain_scores_gemma":[0.9997299,0.00004655341,0.00002310199,0.00008129166,0.00001262322,0.0001065085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006641806,0.00009023576,0.9131573,0.000210403,0.000006209752,0.00009548329,0.0009609382,5.797137e-8,0.00004618,0.01256008,0.02757548,0.04523117],"study_design_scores_gemma":[0.0002670359,0.0000141164,0.7537719,0.0000850174,0.000006490606,0.0001155071,0.0001926854,0.000005166111,0.00001489821,0.0001470944,0.2453392,0.0000408854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684064,0.004153044,0.00004360145,0.009187058,0.000173293,0.0001461663,7.559489e-7,0.00001493034,0.01787479],"genre_scores_gemma":[0.9873026,0.0002165003,0.0004836562,0.01126976,0.0001924862,0.00000657022,0.000003169758,0.000003621277,0.0005216092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177637,"threshold_uncertainty_score":0.1246662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04880229494819267,"score_gpt":0.3004996829890926,"score_spread":0.2516973880408999,"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."}}