{"id":"W4385458614","doi":"10.3389/fpubh.2023.1155692","title":"Realising distributed leadership through measurement for change","year":2023,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"Community Health and Development","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"General partnership; Accountability; Public relations; Sociology; Politics; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1234605,0.001520023,0.0015091,0.005917601,0.007597531,0.0183177,0.004218443,0.003406989,0.004570457],"category_scores_gemma":[0.1410345,0.0008199387,0.001342823,0.00663716,0.02895902,0.02749339,0.0233141,0.007262833,0.0007559684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01549166,"about_ca_system_score_gemma":0.0222143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266994,"about_ca_topic_score_gemma":0.004519138,"domain_scores_codex":[0.7914934,0.1769308,0.004623502,0.009459496,0.01300978,0.004482932],"domain_scores_gemma":[0.8666961,0.09189478,0.008543207,0.01547694,0.01288271,0.004506301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001549858,0.0004612374,0.01385214,0.003597205,0.0002181263,0.0004369897,0.4228726,0.00200509,0.002158839,0.278028,0.007302337,0.2689125],"study_design_scores_gemma":[0.0001457734,0.0009114508,0.01185502,0.006586613,0.0002104584,0.0004247696,0.3359119,0.006669799,0.003746567,0.4667971,0.1664996,0.0002411281],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1997573,0.01018487,0.4591721,0.1356842,0.002074462,0.006448642,0.0007315008,0.001531872,0.1844151],"genre_scores_gemma":[0.8346312,0.00149545,0.1544109,0.003051037,0.0001203247,0.003443982,0.0001703904,0.0002161213,0.002460629],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1234605,"threshold_uncertainty_score":0.6529295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8934622003281113,"score_gpt":0.5678447323498832,"score_spread":0.3256174679782281,"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."}}