{"id":"W2956116432","doi":"10.7861/futurehosp.6-1-s63","title":"Preserving generalist skills in the NHS – is a medical hospitalist service the way forward? The Canadian experience and how it could translate to the NHS","year":2019,"lang":"en","type":"article","venue":"Future Healthcare Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Generalist and specialist species; Service (business); Medical education; Nursing; Medicine; Business; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006153269,0.0003315608,0.0003338884,0.000625055,0.01159997,0.006784528,0.001634274,0.003544211,0.01397872],"category_scores_gemma":[0.01129739,0.0002782166,0.0004482536,0.001461689,0.01172579,0.004262918,0.004180237,0.006875913,0.001146851],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07266957,"about_ca_system_score_gemma":0.1842275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9455771,"about_ca_topic_score_gemma":0.9833402,"domain_scores_codex":[0.9921211,0.001437631,0.0001320843,0.0002540747,0.00212195,0.003933099],"domain_scores_gemma":[0.9743678,0.001359464,0.0006587104,0.0004849726,0.003625275,0.01950379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003890917,0.0003653425,0.03455807,0.001427208,0.00008947684,0.003026863,0.07272247,0.0007700149,0.002617867,0.1456552,0.4884003,0.2499781],"study_design_scores_gemma":[0.00007493195,0.0003140593,0.07778769,0.001089264,0.00003418036,0.001121582,0.0827663,0.0002508271,0.0005276316,0.01088108,0.8249445,0.0002079582],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07931944,0.00645922,0.000677565,0.8112286,0.003151739,0.00005385394,0.0003140837,0.00009760202,0.09869802],"genre_scores_gemma":[0.8374557,0.01360966,0.002627279,0.09563655,0.001281478,0.00003755125,0.000242948,0.0001518671,0.0489571],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9273304,"threshold_uncertainty_score":0.5272571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529680953747616,"score_gpt":0.3196425578273544,"score_spread":0.3043457482898783,"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."}}