{"id":"W4302570984","doi":"10.22541/au.166021696.68166010/v1","title":"Bridging Worlds to Lead: A conceptual review with stakeholder  consultation to create the LEADS+ Development Model        ","year":2022,"lang":"en","type":"review","venue":"","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; McMaster University","funders":"","keywords":"Leadership development; Stakeholder; Health care; Followership; Public relations; Psychology; Conceptual model; Knowledge management; Political science; Computer 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":[0.06474083,0.002143714,0.001883975,0.01438925,0.004671654,0.01246059,0.004994245,0.004984987,0.00289902],"category_scores_gemma":[0.05811334,0.001232418,0.00338342,0.01439275,0.01655245,0.01582933,0.008828253,0.007467719,0.0007547814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02657239,"about_ca_system_score_gemma":0.05288488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579408,"about_ca_topic_score_gemma":0.02310603,"domain_scores_codex":[0.9183863,0.06611361,0.005140885,0.002304321,0.006721294,0.001333571],"domain_scores_gemma":[0.9051195,0.07872737,0.00379101,0.001718112,0.009561252,0.00108275],"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":[0.0001147734,0.0001241119,0.0019886,0.04817132,0.0002922591,0.001016866,0.09167953,0.003569042,0.0003488439,0.5608931,0.02606105,0.2657406],"study_design_scores_gemma":[0.00009187776,0.0002275595,0.001561425,0.1339232,0.0006432534,0.001552546,0.09435955,0.002867991,0.0006313694,0.1442924,0.6196666,0.0001822343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01065242,0.7500587,0.07131009,0.1181944,0.002657035,0.002246286,0.0002932154,0.0001526982,0.04443516],"genre_scores_gemma":[0.2918867,0.5793417,0.09498303,0.02191144,0.0006083866,0.006360433,0.0005205186,0.000161325,0.004226448],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06474083,"threshold_uncertainty_score":0.3423863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8512781630796707,"score_gpt":0.6656268617317149,"score_spread":0.1856513013479558,"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."}}