{"id":"W4214766138","doi":"10.1177/87569728221075577","title":"Revisiting Organizational Design in the Light of Isomorphism and Equifinality: Insights from the Study of Three Major Transformation Projects <sup/>","year":2022,"lang":"en","type":"article","venue":"Project Management Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de l'Est-de-l'Île-de-Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Université de Montréal; McGill University; Centre Hospitalier Universitaire Sainte-Justine; Université du Québec à Montréal","funders":"Canadian Institutes of Health Research","keywords":"Equifinality; Complementarity (molecular biology); Hindsight bias; Isomorphism (crystallography); Corporate governance; Organizational culture; Sociology; Epistemology; Knowledge management; Management; Computer science; Public relations; Political science; Economics; Social psychology; Psychology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001608221,0.0001672299,0.000225583,0.0003898813,0.0008580841,0.0002098671,0.0004842093,0.00001581866,0.0001410138],"category_scores_gemma":[0.0000677442,0.0001061609,0.00004098164,0.001601659,0.00003790847,0.0005557257,0.0004844079,0.0002192675,0.000002068937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003842276,"about_ca_system_score_gemma":0.00001968447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002379148,"about_ca_topic_score_gemma":0.00007241892,"domain_scores_codex":[0.9979354,0.0001823218,0.0006241297,0.0001979846,0.0008922661,0.0001678555],"domain_scores_gemma":[0.9989977,0.0001197082,0.0005515221,0.0001727747,0.0001538465,0.000004460629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008542113,0.003069781,0.4803058,0.001562114,0.002084034,0.0002053534,0.08086899,0.004051968,0.0001730517,0.3983487,0.01874985,0.00972607],"study_design_scores_gemma":[0.01086383,0.0005303893,0.4436238,0.0004297994,0.002146043,0.00003819013,0.2988476,0.01937435,0.0000374465,0.1934776,0.02958593,0.001045147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542817,0.002089354,0.00955282,0.008717482,0.0003359077,0.0069665,0.000009689579,0.00007753005,0.01796902],"genre_scores_gemma":[0.9986956,0.00006993921,0.0002556198,0.0005485431,0.0002847603,0.00007722542,0.00002030293,0.00001745551,0.00003057601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2179786,"threshold_uncertainty_score":0.6599776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957350731259733,"score_gpt":0.2335460130744369,"score_spread":0.1939725057618396,"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."}}