{"id":"W7165229376","doi":"","title":"Utility of advanced training skills among GPs: a systematic review","year":2025,"lang":"","type":"article","venue":"ResearchOnline - JCU (James Cook University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian College of Rural and Remote Medicine","keywords":"Competence (human resources); Indigenous; Systematic review; MEDLINE; Work (physics); Needs assessment; Program evaluation; Quality (philosophy)","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004364707,0.0007778805,0.003679652,0.001713719,0.001841922,0.00004009663,0.002214577,0.0008198426,0.002445765],"category_scores_gemma":[0.008617819,0.0008137881,0.0006380811,0.006851788,0.001632811,0.0006448193,0.001567487,0.00299638,0.0001815682],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113869,"about_ca_system_score_gemma":0.006698114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008376786,"about_ca_topic_score_gemma":0.000938417,"domain_scores_codex":[0.9838837,0.007747367,0.002908703,0.001341325,0.001556278,0.002562652],"domain_scores_gemma":[0.9873843,0.005137423,0.001627678,0.002428831,0.002323066,0.001098761],"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":[0.0007985486,0.0008645871,0.00364197,0.9669836,0.0004787461,0.0002190823,0.004713021,0.00002329081,0.00001437234,0.006221944,0.01097098,0.005069889],"study_design_scores_gemma":[0.002872237,0.0004415664,0.00163455,0.8596073,0.001031032,0.000002524582,0.04501542,0.001383651,0.00002088315,0.000273108,0.08714525,0.0005725026],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.1448236,0.393703,0.001797136,0.02683672,0.003357146,0.06482953,0.002284366,0.001065103,0.3613034],"genre_scores_gemma":[0.3946161,0.1947909,0.002307824,0.002600853,0.0001854696,0.00005727037,0.0002085705,0.0001276901,0.4051054],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2497925,"threshold_uncertainty_score":0.999733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05475277865580414,"score_gpt":0.419760933667041,"score_spread":0.3650081550112369,"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."}}