{"id":"W1606868767","doi":"10.15537/1658-3175.2991","title":"Enhancing biomedical research in Saudi Arabia","year":2005,"lang":"en","type":"letter","venue":"Saudi Medical Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; MEDLINE; Traditional medicine; Family medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01453318,0.0009217151,0.001334446,0.001305771,0.01173813,0.0125279,0.002221845,0.1086016,0.009194133],"category_scores_gemma":[0.04604317,0.001039006,0.001441125,0.001086792,0.006618411,0.008073929,0.00818681,0.05344326,0.002740143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0134131,"about_ca_system_score_gemma":0.02172804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02601355,"about_ca_topic_score_gemma":0.06120397,"domain_scores_codex":[0.9898634,0.003362404,0.001194345,0.0007118191,0.002622979,0.002245167],"domain_scores_gemma":[0.9544734,0.02058207,0.004125361,0.001057745,0.006555615,0.0132057],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001655011,0.0001048161,0.003226087,0.0003062205,0.00008032516,0.005504119,0.001785905,0.0001785552,0.0008519752,0.02303002,0.946888,0.01787837],"study_design_scores_gemma":[0.0002293081,0.0001588728,0.004317564,0.0007686467,0.000102053,0.002638164,0.003705573,0.000569545,0.0006287077,0.01463087,0.9721413,0.0001095562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007982053,0.00117773,0.00004331039,0.9902331,0.005253108,0.000006712066,0.000008997272,0.000007645365,0.002471142],"genre_scores_gemma":[0.00844297,0.000987952,0.0001442739,0.9742163,0.01021957,0.00001518881,0.000006301705,0.000008675875,0.005958729],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9854668,"threshold_uncertainty_score":0.0973193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1876554980154533,"score_gpt":0.4967896797992257,"score_spread":0.3091341817837724,"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."}}