{"id":"W3138895149","doi":"10.1136/bmj.n767","title":"Iain Hayden Arthurson","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emigration; History; Medicine; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000909701,0.0005553524,0.0003383534,0.0006435488,0.002504683,0.002662361,0.0006047342,0.001895665,0.1619332],"category_scores_gemma":[0.005465603,0.0003199891,0.0002257529,0.0002589562,0.0008045397,0.001646281,0.002053602,0.004540009,0.05876242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361355,"about_ca_system_score_gemma":0.002993435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008356478,"about_ca_topic_score_gemma":0.01794333,"domain_scores_codex":[0.9992514,0.00009849684,0.00002841523,0.0001613601,0.0002969769,0.0001632289],"domain_scores_gemma":[0.9968829,0.0001847083,0.0001026743,0.00006438237,0.0006859951,0.002079332],"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":[0.00001160633,0.00001176686,0.0002400648,0.00003156012,0.000001542423,0.0000837562,0.0001059516,0.000007768454,0.00007182306,0.0007083904,0.9798923,0.0188336],"study_design_scores_gemma":[0.000002016871,0.00001699752,0.0004246407,0.0001036411,0.000001152556,0.0002501142,0.0003084216,0.000008206813,0.00003863443,0.0002137464,0.9986284,0.000004047261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004160623,0.06039136,0.000994553,0.4486431,0.1423795,0.00008601694,0.0003683215,0.000554684,0.3424219],"genre_scores_gemma":[0.01249946,0.01947724,0.0003712048,0.07161257,0.006482307,0.00003596734,0.0001252408,0.0001307817,0.8892652],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8380668,"threshold_uncertainty_score":0.5417204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08170190766010346,"score_gpt":0.5011964577564485,"score_spread":0.4194945500963451,"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."}}