{"id":"W2083559358","doi":"10.1136/bmj.39162.454479.7d","title":"Support for Edinburgh GPs","year":2007,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunny Hill Health Centre for Children","funders":"","keywords":"Global Positioning System; Burnout; Scheme (mathematics); Peer support; Medical education; Psychology; Nursing; Computer science; Medicine; Telecommunications; Mathematics; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.003318904,0.0003506513,0.0002693232,0.0004814749,0.003879013,0.002071227,0.001297809,0.004478539,0.06287985],"category_scores_gemma":[0.02749622,0.0004022848,0.0005366077,0.0006879308,0.001519908,0.002222869,0.008752716,0.004460043,0.006385546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002936272,"about_ca_system_score_gemma":0.01644659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02088448,"about_ca_topic_score_gemma":0.06206146,"domain_scores_codex":[0.9962981,0.001244128,0.0001739053,0.0002821282,0.0007560409,0.001245714],"domain_scores_gemma":[0.9729449,0.002974544,0.001378573,0.0009127043,0.002306171,0.01948309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002489681,0.0001906307,0.01230518,0.0006788981,0.00003091128,0.006491818,0.009925687,0.00006570703,0.001275229,0.002940989,0.8590565,0.1067896],"study_design_scores_gemma":[0.0003437329,0.000582181,0.02746352,0.0008823292,0.00003299774,0.004747112,0.01964681,0.00006968209,0.0001974043,0.001612555,0.9443682,0.00005345331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07719839,0.008602571,0.0008926488,0.8236131,0.01433719,0.0003234155,0.0007609772,0.0003182954,0.07395348],"genre_scores_gemma":[0.5338182,0.01166815,0.005793024,0.2186266,0.008581897,0.0008210741,0.0009493104,0.0002692722,0.2194725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06287985,"threshold_uncertainty_score":0.210354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09068356572190417,"score_gpt":0.5180145789211532,"score_spread":0.427331013199249,"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."}}