{"id":"W2472606599","doi":"10.12968/hmed.2016.77.7.433","title":"Book Reviews","year":2016,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Download; Library science; World Wide Web; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007280522,0.0009811611,0.0008716294,0.003629016,0.001350676,0.004960463,0.001424885,0.001992769,0.5002124],"category_scores_gemma":[0.004075757,0.0004501428,0.0006322032,0.003827126,0.0007396357,0.002586124,0.001928941,0.002453591,0.45354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696725,"about_ca_system_score_gemma":0.002581925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00444933,"about_ca_topic_score_gemma":0.01315779,"domain_scores_codex":[0.9988781,0.0001201467,0.00003431521,0.00009572041,0.0007879538,0.00008381831],"domain_scores_gemma":[0.9978126,0.0004284406,0.0001088665,0.0001991783,0.00104301,0.0004078147],"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":[0.000005141006,0.000009934188,0.00002046528,0.00008661841,0.000001133452,0.0000178289,0.00001661282,0.00002519838,0.00005206095,0.001560639,0.9538491,0.0443552],"study_design_scores_gemma":[0.000001467016,0.000002781503,0.00003952112,0.00006721544,7.891363e-7,0.00002446289,0.00001644573,0.000006306468,0.00001455929,0.0004603844,0.9993646,0.00000155838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0002483827,0.04248726,0.0008519445,0.01300893,0.0321321,0.00009778576,0.0008276795,0.0005376143,0.9098084],"genre_scores_gemma":[0.0004367172,0.008621976,0.0002701607,0.002889904,0.003182544,0.00002599313,0.0003380717,0.0001436796,0.9840909],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5002124,"threshold_uncertainty_score":0.7128864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02939898431580629,"score_gpt":0.4047094539004358,"score_spread":0.3753104695846295,"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."}}