{"id":"W1996434096","doi":"10.12968/sece.2015.2.13","title":"Tips for middle leaders","year":2015,"lang":"en","type":"article","venue":"SecEd","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01406038,0.001492763,0.0009417986,0.001493288,0.01369979,0.01396822,0.001989218,0.01274219,0.03508314],"category_scores_gemma":[0.04825233,0.0006943118,0.0009666198,0.000745502,0.005008205,0.01418202,0.01315138,0.03036655,0.01972974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002801704,"about_ca_system_score_gemma":0.01310237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812028,"about_ca_topic_score_gemma":0.008915786,"domain_scores_codex":[0.9859596,0.005804748,0.0004735851,0.000691049,0.003120914,0.003950065],"domain_scores_gemma":[0.9347058,0.009244844,0.001781349,0.0009351404,0.01226568,0.0410671],"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":[0.00003406527,0.0001392459,0.0005735137,0.0001172534,0.000007479222,0.0003284484,0.003144092,0.00003620845,0.0001420052,0.00746773,0.9487037,0.0393062],"study_design_scores_gemma":[0.00006668235,0.0001996088,0.0008425641,0.001284743,0.00001535689,0.0006020478,0.02913746,0.00009370362,0.0001668754,0.02172194,0.945799,0.00007002039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001257128,0.007142848,0.002257488,0.9292105,0.03531693,0.00006143538,0.00003613058,0.000255378,0.02446221],"genre_scores_gemma":[0.04088329,0.0104236,0.01022105,0.7864546,0.02224643,0.0005370954,0.0001168815,0.0003936281,0.1287235],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03508314,"threshold_uncertainty_score":0.1173648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7431660634422955,"score_gpt":0.5574012454478594,"score_spread":0.1857648179944361,"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."}}