{"id":"W2897617765","doi":"10.1111/medu.13734","title":"Distributed medical education: What is the point?","year":2018,"lang":"en","type":"letter","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Rural health; Point (geometry); Medical education; Rural area; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002618667,0.000532613,0.00067805,0.0001556655,0.0014528,0.00009619193,0.001830184,0.00439907,0.09250458],"category_scores_gemma":[0.009837314,0.0003611874,0.0001907116,0.0007146271,0.0007228733,0.0003352069,0.0003586695,0.007844466,0.007655668],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139211,"about_ca_system_score_gemma":0.05255181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001597028,"about_ca_topic_score_gemma":0.0002652679,"domain_scores_codex":[0.9904482,0.002001456,0.00159286,0.0008729519,0.003722484,0.001362075],"domain_scores_gemma":[0.993809,0.00172452,0.0007970461,0.001622139,0.001156214,0.0008910451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001153746,0.0002012152,0.0003727971,0.0006452727,0.00002800146,0.00000763318,0.002137088,4.863261e-9,1.260222e-8,0.0002605354,0.9583061,0.03802975],"study_design_scores_gemma":[0.0002569792,0.00005193903,0.0002715,0.009109358,0.00007248753,0.00003560011,0.005369655,0.00003897684,4.906408e-7,0.002292684,0.9821788,0.000321539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004072798,0.005464563,0.00007561188,0.9475245,0.03555597,0.001757073,0.00004358556,0.0001982853,0.008973128],"genre_scores_gemma":[0.0002043462,0.003188072,0.00009542211,0.9059872,0.05151969,0.001331749,0.004818442,0.00008872351,0.03276638],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0848489,"threshold_uncertainty_score":0.999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559087745218317,"score_gpt":0.4531289658143866,"score_spread":0.4275380883622034,"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."}}