{"id":"W2903415773","doi":"10.22605/rrh4921","title":"An evidence-based program for rural surgical and obstetrical networks","year":2018,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workforce; Coaching; Medicine; Quality (philosophy); Nexus (standard); Sustainability; Nursing; Medical education; Business; Psychology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009601874,0.0002612957,0.0005477164,0.00008516212,0.001934719,0.00003447811,0.0001512236,0.0003720364,0.00005781129],"category_scores_gemma":[0.000181528,0.0001882744,0.00005976807,0.0003578665,0.0003196345,0.0001992807,0.00007031453,0.0005435622,0.00001907718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982415,"about_ca_system_score_gemma":0.000462044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002140652,"about_ca_topic_score_gemma":0.000358119,"domain_scores_codex":[0.996508,0.0007022649,0.0007423406,0.0003939969,0.0002543531,0.001399017],"domain_scores_gemma":[0.9967096,0.00132671,0.0002595526,0.0003134563,0.0002500239,0.00114064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008703261,0.00009355907,0.01106795,0.0007794457,0.00000852603,0.00000503113,0.0007918793,0.000005991158,0.000002676256,0.001389898,0.00486933,0.9801154],"study_design_scores_gemma":[0.007663489,0.01766008,0.1074028,0.01149598,0.00005791396,0.00007079691,0.007479062,0.3588279,0.000004639271,0.001723761,0.4865589,0.001054639],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9162368,0.03970157,0.001329924,0.03223152,0.00212729,0.007229432,0.00002863397,0.0007025303,0.0004123316],"genre_scores_gemma":[0.97846,0.004776075,0.009473504,0.004620248,0.001855272,0.00006045334,0.00005719854,0.00004073619,0.0006564903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9790608,"threshold_uncertainty_score":0.9993646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07009560407405384,"score_gpt":0.4688360796515426,"score_spread":0.3987404755774887,"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."}}