{"id":"W7094319591","doi":"","title":"Disruption Ready:
\\nBuilding market resilience through ‘adapted foresight’, organizational agility, 
co-creative intelligence and employee engagement","year":2019,"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":"Disengagement theory; Futures studies; Timeline; Set (abstract data type); Product (mathematics); New product development; Psychological resilience; Face (sociological concept); Resilience (materials science); Strategic planning","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002336721,0.0009531548,0.001085804,0.002870448,0.002704623,0.0006603261,0.004291227,0.0009752132,0.000261087],"category_scores_gemma":[0.0003501107,0.00116038,0.0001886814,0.004177342,0.002584046,0.00235461,0.003255114,0.002187532,0.0008662816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00363338,"about_ca_system_score_gemma":0.001715886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0111988,"about_ca_topic_score_gemma":0.002162928,"domain_scores_codex":[0.9882784,0.004752615,0.000477331,0.002660923,0.002443495,0.001387252],"domain_scores_gemma":[0.9946769,0.0007352352,0.0007305607,0.001858053,0.001348603,0.0006505759],"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":[0.001702566,0.000314186,0.01254452,0.0002261209,0.0006171061,0.001188885,0.001141705,0.00006875688,0.0009116765,0.8580707,0.1230306,0.0001831797],"study_design_scores_gemma":[0.00197836,0.0005968625,0.00791211,0.001197148,0.0003210408,0.0000579607,0.008301404,0.0003201124,0.001092807,0.0002794408,0.97643,0.001512758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004326799,0.0001941501,0.002406573,0.0001179424,0.000253269,0.003863849,0.0005995831,0.0004305957,0.9878072],"genre_scores_gemma":[0.03985832,0.001274032,0.001504814,0.00001939549,0.0001539866,0.000002132267,0.0003819805,0.0005262248,0.9562791],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8577912,"threshold_uncertainty_score":0.9999117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08112782276504617,"score_gpt":0.3411865658215582,"score_spread":0.260058743056512,"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."}}