{"id":"W4403770169","doi":"10.2139/ssrn.4998681","title":"Optimising Performance: How Jungian Alchemy informs Organizational Transformation","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Alchemy; Transformation (genetics); Psychology; Psychoanalysis; Art; Literature; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007905021,0.000198179,0.0002574492,0.0008554831,0.0005592792,0.002663605,0.0007202438,0.0001029183,0.0004241914],"category_scores_gemma":[0.0005036194,0.0001318834,0.0002016082,0.001869999,0.00004019073,0.002346453,0.00006223169,0.001283775,0.0004877352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007292173,"about_ca_system_score_gemma":0.002356714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000402867,"about_ca_topic_score_gemma":0.00004506884,"domain_scores_codex":[0.9950569,0.00007527509,0.0008239238,0.0003105014,0.002271467,0.001461915],"domain_scores_gemma":[0.9985602,0.0003205292,0.0002046815,0.0002595454,0.0005175608,0.0001375111],"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":[0.00004185842,0.00002244338,0.0008992266,0.00001882239,0.000107788,0.00000848464,0.002388913,0.002587678,0.0005147592,0.5748752,0.003864906,0.4146699],"study_design_scores_gemma":[0.0007274847,0.0002903912,0.001133704,0.0001956842,0.00003512531,0.004630745,0.01073367,0.1601646,0.0002945716,0.7046863,0.1165816,0.0005260687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2532828,0.005861802,0.7223623,0.003523743,0.001793838,0.0002305007,0.000005844063,0.0001577928,0.01278135],"genre_scores_gemma":[0.9909033,0.0003785184,0.0004091316,0.0000798075,0.0005649714,0.000002120366,0.000003847577,0.00002497395,0.007633322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7376205,"threshold_uncertainty_score":0.9983717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04140895243308639,"score_gpt":0.3262285792433189,"score_spread":0.2848196268102325,"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."}}