{"id":"W4387799324","doi":"10.1097/md.0000000000033794","title":"Sixth Annual Mediclinic Middle East Research Conference","year":2023,"lang":"en","type":"article","venue":"Medicine","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Middle East; MEDLINE; Family medicine; Ancient history; Archaeology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009816498,0.0001370901,0.0004484287,0.0003415024,0.0007917546,0.000002359514,0.0003110396,0.0003357655,0.003096155],"category_scores_gemma":[0.002414318,0.00009381909,0.00002904529,0.0009061042,0.0003141632,0.00005362395,0.0001783685,0.001704204,0.006575195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023206,"about_ca_system_score_gemma":0.0007304908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002317497,"about_ca_topic_score_gemma":0.001958127,"domain_scores_codex":[0.9950452,0.001715899,0.0007612628,0.0003833011,0.001044826,0.001049534],"domain_scores_gemma":[0.9962626,0.001736337,0.0001146878,0.0005155095,0.0008886271,0.0004822513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005223605,0.00003690299,0.01186423,0.00153598,0.00002674186,0.0001202555,0.1385444,2.156882e-7,0.0001287165,0.01002374,0.8189045,0.01876202],"study_design_scores_gemma":[0.001258609,0.000488737,0.03745465,0.002601551,0.000005862226,0.000003088262,0.3374936,0.0001002696,0.000001524032,0.001807276,0.61867,0.0001148403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5239792,0.002023645,0.00004412112,0.3447765,0.005178401,0.001488771,0.00007240811,0.0006451671,0.1217919],"genre_scores_gemma":[0.9554384,0.0009274315,0.00001039212,0.001115173,0.004357606,0.000202426,0.00004443779,0.00003118369,0.03787297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4314592,"threshold_uncertainty_score":0.9978151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7787356140977876,"score_gpt":0.6282822903408367,"score_spread":0.1504533237569509,"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."}}