{"id":"W4226262810","doi":"10.22215/etd/2022-14859","title":"The Role of Design Thinking in Innovation Centres and Hubs","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Knowledge management; Thematic analysis; Design thinking; Perspective (graphical); Work (physics); Management science; Key (lock); Computer science; Sociology; Qualitative research; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007294396,0.0005211669,0.0004380061,0.004319751,0.01107432,0.01810807,0.001390723,0.001895168,0.007223252],"category_scores_gemma":[0.01287732,0.0004505934,0.0006875533,0.003872548,0.02434566,0.007924165,0.009383752,0.002997575,0.0005075468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0289867,"about_ca_system_score_gemma":0.0404079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1722873,"about_ca_topic_score_gemma":0.2501875,"domain_scores_codex":[0.9945964,0.002316508,0.0001353971,0.000517644,0.001050875,0.001383261],"domain_scores_gemma":[0.9845806,0.009534103,0.001082199,0.0007597774,0.001728794,0.002314598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001899726,0.0001863448,0.05009999,0.0004909541,0.00004644894,0.001194734,0.5153329,0.002387497,0.001861561,0.3491286,0.002098617,0.07698244],"study_design_scores_gemma":[0.0001124349,0.0001869201,0.0527339,0.000933066,0.0001048493,0.0008090596,0.6619791,0.004910879,0.001929927,0.1492753,0.126891,0.0001336053],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7838948,0.001339543,0.01367868,0.005205754,0.00007762107,0.0002048102,0.0000862614,0.00008582199,0.1954266],"genre_scores_gemma":[0.9914758,0.0003258003,0.002201136,0.0001147214,0.000006869909,0.00003137833,0.00001578277,0.00002351397,0.005804942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1722873,"threshold_uncertainty_score":0.3425691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537569561179971,"score_gpt":0.2352694345357789,"score_spread":0.2198937389239792,"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."}}