{"id":"W4408641402","doi":"10.22605/rrh9083","title":"Utility of advanced training skills among GPs: a systematic review","year":2025,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Training (meteorology); Medical education; Systematic review; MEDLINE; Medicine; Psychology; Computer science; Geography","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":[0.001493514,0.0002577243,0.003900301,0.0001935259,0.00008207979,0.000004350694,0.000103632,0.0001893928,0.00002740283],"category_scores_gemma":[0.002577177,0.0001618428,0.0002259266,0.0008323614,0.0001151292,0.00003304475,0.00003371686,0.0005170748,0.000003688887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001069826,"about_ca_system_score_gemma":0.001659362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004423479,"about_ca_topic_score_gemma":0.000002689365,"domain_scores_codex":[0.9970998,0.0003044241,0.001793235,0.0002529209,0.0002972014,0.0002524096],"domain_scores_gemma":[0.9980426,0.0001919914,0.001010678,0.0004743051,0.0001667497,0.0001136613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[5.815812e-7,0.00001756806,3.175515e-7,0.5080897,0.00002550133,4.882074e-7,0.00006942799,1.001125e-9,3.01039e-9,0.00002546916,0.0004203831,0.4913505],"study_design_scores_gemma":[0.0001254236,0.00006058326,0.000031071,0.94401,0.0009931595,0.0000644137,0.0001731184,0.00001358051,2.07849e-8,0.00003963176,0.05439224,0.0000967641],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008881235,0.9933369,0.00008772495,0.001188166,0.0003190748,0.004437852,0.00001136974,0.00003272947,0.0005773642],"genre_scores_gemma":[0.00001108015,0.9945812,0.001962078,0.001949002,0.00007329141,0.00002825474,0.0001882132,0.00001575633,0.001191142],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4912538,"threshold_uncertainty_score":0.6599759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03427245747218336,"score_gpt":0.4180884049466611,"score_spread":0.3838159474744777,"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."}}