{"id":"W4210534720","doi":"10.1108/lhs-07-2021-100","title":"Book Review","year":2021,"lang":"en","type":"article","venue":"Leadership in health services","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Medicine; Psychology; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00126015,0.000208429,0.0005063388,0.0001090138,0.0000818878,0.00003284824,0.0003213445,0.00008601309,0.003424952],"category_scores_gemma":[0.0000343955,0.0002202807,0.00007366105,0.0011387,0.00003418355,0.0003509421,0.00005986837,0.0003905765,0.006003406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284321,"about_ca_system_score_gemma":0.0004247847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006605039,"about_ca_topic_score_gemma":0.003073418,"domain_scores_codex":[0.9967397,0.0007147433,0.0007252962,0.0005042529,0.0004028516,0.0009130949],"domain_scores_gemma":[0.9986068,0.0001543983,0.0002627819,0.0006239261,0.00009853119,0.0002535409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004217811,0.0003475151,0.009330264,0.74747,0.00003238362,0.000260018,0.007299966,0.00003898187,0.0001111818,0.0008044763,0.2311747,0.003088332],"study_design_scores_gemma":[0.0004275077,0.00003487116,0.00534339,0.07643433,0.000009345831,0.00003913279,0.003583312,0.0001159222,0.0001412205,0.00009008659,0.9135253,0.0002555366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0001348576,0.8864899,0.00000110181,0.1111946,0.0001625017,0.0004193366,0.00001320913,0.0001842861,0.001400196],"genre_scores_gemma":[0.004242851,0.08892007,0.000327975,0.9031047,0.0001436873,0.00007802588,0.0001050854,0.00009135771,0.002986296],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7975698,"threshold_uncertainty_score":0.9974861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732213605015925,"score_gpt":0.361758309960595,"score_spread":0.1885369494590025,"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."}}