{"id":"W7028651994","doi":"","title":"Exploring the Future at the Edge of Chaos
\\n
\\nA transformation of Jackpine using strategic foresight","year":2024,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Futures studies; Transformational leadership; Maturity (psychological); Resilience (materials science); Strategic planning; Work (physics); Business process reengineering; Order (exchange)","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001991385,0.0007189185,0.0009815093,0.002972191,0.001643546,0.0002494218,0.004947449,0.0006163318,0.00005671131],"category_scores_gemma":[0.00001985309,0.0005809556,0.0005850152,0.00514625,0.002299863,0.001560023,0.001641904,0.002032295,0.0003050053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089058,"about_ca_system_score_gemma":0.001334586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055754,"about_ca_topic_score_gemma":0.01001785,"domain_scores_codex":[0.9929144,0.002353257,0.0005270052,0.001090836,0.002082723,0.001031819],"domain_scores_gemma":[0.9959201,0.0002400375,0.0007815043,0.001927916,0.0007959733,0.0003344519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001441816,0.0002067032,0.0001392566,0.001013015,0.001277449,0.0005992468,0.004134321,0.0002321357,0.007652915,0.9608211,0.02218787,0.0002941675],"study_design_scores_gemma":[0.002165238,0.0003907292,0.0005246362,0.001844288,0.0009158523,0.00006880071,0.03143437,0.0005032426,0.004804449,0.0001447219,0.9563677,0.0008359515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07186517,0.001025013,0.00004545267,0.0002855803,0.0006886022,0.00267938,0.0005755349,0.0001524965,0.9226828],"genre_scores_gemma":[0.09540638,0.001342525,0.00005782813,0.000005500489,0.0004146025,0.000002201671,0.0001108049,0.0005052838,0.9021549],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9606764,"threshold_uncertainty_score":0.9996642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.179273669606472,"score_gpt":0.3093948903045505,"score_spread":0.1301212206980784,"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."}}