{"id":"W4388642351","doi":"10.1007/978-3-031-40635-5_5","title":"From Value Networks to Causal Loop Diagrams: Strategic Preparation for Designing Systemic Interventions in Organizations","year":2023,"lang":"en","type":"book-chapter","venue":"Understanding complex systems","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Causal loop diagram; Interdependence; Value (mathematics); Loop (graph theory); Intervention (counseling); Computer science; Knowledge management; Psychological intervention; Management science; Process management; Engineering; Psychology; System dynamics; Sociology; Artificial intelligence; Mathematics","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":[0.003142585,0.00102322,0.0004690125,0.001909536,0.001145104,0.004592508,0.001235278,0.001091591,0.01398543],"category_scores_gemma":[0.01908178,0.0008738513,0.00073993,0.001919672,0.002746252,0.007875417,0.002004818,0.00227425,0.001866037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673174,"about_ca_system_score_gemma":0.003175759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078107,"about_ca_topic_score_gemma":0.006342954,"domain_scores_codex":[0.9980327,0.001345388,0.00009585069,0.000166723,0.0003088485,0.00005034361],"domain_scores_gemma":[0.988692,0.01007651,0.0002236085,0.0003963291,0.0004791507,0.0001324858],"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":[0.00002553026,0.00004423269,0.0004028079,0.000460104,0.00002037365,0.0001070414,0.00271158,0.02056359,0.0007580258,0.7906724,0.009847333,0.174387],"study_design_scores_gemma":[0.00000554337,0.00001184007,0.00009954405,0.0002645372,0.00001261204,0.00003572578,0.0007599072,0.0245486,0.0007810218,0.941162,0.03230707,0.00001164993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002774799,0.0008663698,0.9663843,0.001780492,0.00008636034,0.0001303798,0.0002551387,0.0004297476,0.02729237],"genre_scores_gemma":[0.07564823,0.001973483,0.9146046,0.0002398634,0.00004492909,0.0004530905,0.0005292317,0.0003071813,0.00619936],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01398543,"threshold_uncertainty_score":0.04678589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4911827539727501,"score_gpt":0.4253230588732485,"score_spread":0.06585969509950157,"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."}}