{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002294128,0.001137599,0.0007484362,0.001221792,0.00658575,0.006938001,0.001374693,0.002055491,0.1461931],"category_scores_gemma":[0.01065917,0.0006209426,0.0007089651,0.0009027786,0.004249861,0.004031267,0.00549317,0.003098225,0.05912722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004869508,"about_ca_system_score_gemma":0.007223535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05202387,"about_ca_topic_score_gemma":0.07374887,"domain_scores_codex":[0.9965069,0.0006202868,0.0001299645,0.0007562642,0.001277763,0.0007088202],"domain_scores_gemma":[0.9962578,0.0005041367,0.0003139676,0.0007369607,0.001441741,0.0007453716],"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":[0.0002909655,0.0001556531,0.01571886,0.0002702155,0.00009679103,0.002262487,0.007285873,0.001753406,0.0017472,0.2801046,0.4570716,0.2332424],"study_design_scores_gemma":[0.00001260685,0.00006688522,0.00335602,0.0003092198,0.00002724324,0.0006960147,0.004813795,0.0007285342,0.0007482011,0.02780873,0.9613853,0.00004751569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01612379,0.001643376,0.01645832,0.02424921,0.003012186,0.0001006317,0.0006756441,0.000924758,0.9368121],"genre_scores_gemma":[0.155297,0.001702858,0.00629471,0.009543234,0.0002732721,0.00007256863,0.0006674773,0.0004816045,0.8256674],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1461931,"threshold_uncertainty_score":0.4890646,"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."}}