{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007263974,0.00007512404,0.0001661825,0.00003269314,0.0002192227,0.000002282826,0.00008215739,0.0002037212,0.00006431869],"category_scores_gemma":[0.0002046795,0.00006163084,0.00003674487,0.00005238852,0.00001965359,0.00004050973,0.000021139,0.0002286328,0.000598617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009705251,"about_ca_system_score_gemma":0.0003659338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004173193,"about_ca_topic_score_gemma":0.001035853,"domain_scores_codex":[0.9988829,0.0001892591,0.0002575091,0.0001499901,0.000119632,0.0004006746],"domain_scores_gemma":[0.9991286,0.0001703026,0.00007106391,0.0001935236,0.000205682,0.0002308255],"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":[0.0002152474,0.00007278455,0.005352327,0.002599358,0.00005375127,0.000004880612,0.1454913,0.000003378435,0.0003044893,0.02922134,0.8032717,0.0134095],"study_design_scores_gemma":[0.001190853,0.0001293429,0.0003864903,0.0001425711,0.000004110647,9.401884e-7,0.11408,0.00006310002,0.00002457159,0.001383193,0.8824921,0.0001026573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7198664,0.003138344,0.002433001,0.0625613,0.008549766,0.004426288,0.00009821177,0.0006012142,0.1983255],"genre_scores_gemma":[0.9796388,0.00001482154,0.0004144538,0.001560962,0.001365614,0.0002964017,0.00001787413,0.00002753815,0.01666352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597724,"threshold_uncertainty_score":0.7694209,"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."}}