{"id":"W4407602240","doi":"10.26443/ijwpc.v12i1.589","title":"Leading Imperfectly","year":2025,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Biochemical engineering; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001161068,0.0001015604,0.0002872137,0.000964281,0.00009168732,0.0006015309,0.001397195,0.00005119871,0.0003360709],"category_scores_gemma":[0.002178078,0.00007248506,0.0003497457,0.0003950082,0.00003577898,0.0003610055,0.0001230142,0.0001993925,0.0001618325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940028,"about_ca_system_score_gemma":0.0001784503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001583666,"about_ca_topic_score_gemma":0.00002145303,"domain_scores_codex":[0.9968039,0.0001016222,0.0007630523,0.0001997118,0.002004259,0.0001274427],"domain_scores_gemma":[0.9955074,0.0007317887,0.0004820246,0.0002146732,0.002993518,0.00007064162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001922569,0.00004086004,0.05836242,0.000008512919,0.0002110934,0.0003446588,0.007714785,0.001480212,0.01144008,0.01157085,0.2463972,0.662237],"study_design_scores_gemma":[0.002049859,0.0001707274,0.03204149,0.0006735558,0.00003376633,0.0004138676,0.09207137,0.001758691,0.001472304,0.01493656,0.8540964,0.0002814415],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8410072,0.008241707,0.04008748,0.005592103,0.01503644,0.0001191803,0.0000408046,0.00002473264,0.0898503],"genre_scores_gemma":[0.9926992,0.000003421929,0.0006525436,0.0004433782,0.0005168487,7.660658e-7,5.438065e-7,0.000005390988,0.00567793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6619557,"threshold_uncertainty_score":0.5800576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09424194945089535,"score_gpt":0.4335629775251509,"score_spread":0.3393210280742556,"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."}}