{"id":"W2024624054","doi":"10.12927/cjnl.2015.24139","title":"Leading Healthcare in Complexity","year":2014,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Health care; Psychology; Nurse Administrator; Public relations; Political science; Sociology; MEDLINE; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005072653,0.0004827911,0.0006519495,0.001451817,0.008159358,0.01324339,0.0007464393,0.003239512,0.007246122],"category_scores_gemma":[0.01310506,0.0002760647,0.0005758296,0.001560071,0.01869421,0.007088839,0.01045912,0.005901338,0.001196401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006157714,"about_ca_system_score_gemma":0.01107477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003429798,"about_ca_topic_score_gemma":0.005181399,"domain_scores_codex":[0.993098,0.003982664,0.0002471847,0.0004528631,0.001283842,0.0009355926],"domain_scores_gemma":[0.9900059,0.004304627,0.0009598746,0.0004714372,0.001034377,0.003223736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004574909,0.00005990874,0.002984541,0.0003581067,0.0000409308,0.0006913136,0.01719297,0.001191633,0.0001723434,0.8596752,0.06241185,0.05517541],"study_design_scores_gemma":[0.00003369643,0.00007876156,0.001406593,0.0007131575,0.00001913793,0.0004441454,0.01559552,0.0005510977,0.0001282459,0.6325063,0.3484809,0.00004252374],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0418136,0.04680112,0.02665164,0.5108478,0.00881415,0.0002630336,0.0001256135,0.0001490533,0.364534],"genre_scores_gemma":[0.8373185,0.03750069,0.01589331,0.06534586,0.006883122,0.000395383,0.000147246,0.00009334763,0.03642253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01324339,"threshold_uncertainty_score":0.04467756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7343779899998558,"score_gpt":0.4745037017602872,"score_spread":0.2598742882395687,"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."}}