{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009613086,0.0001160099,0.0001446337,0.0004081209,0.0004146628,0.00006117913,0.0002208332,0.000144985,0.00008593858],"category_scores_gemma":[0.0001686112,0.0000921182,0.00001403149,0.001227678,0.0000492931,0.000162713,0.0001209598,0.000297396,0.00000207818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003321697,"about_ca_system_score_gemma":0.00003725048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001660178,"about_ca_topic_score_gemma":0.0002065758,"domain_scores_codex":[0.9991781,0.00001550377,0.0003337465,0.0001542178,0.0001853266,0.0001331077],"domain_scores_gemma":[0.9993563,0.00006053557,0.0003485759,0.00008813765,0.0001457217,7.340046e-7],"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":[0.00004032581,0.00001939675,0.005687785,0.00005115393,0.00002262852,6.126803e-7,0.0006702244,0.000002711485,0.00009982578,0.9461315,0.0002850438,0.04698874],"study_design_scores_gemma":[0.0002575551,0.000007074073,0.03755121,0.00005909439,0.00002002943,1.663954e-7,0.04639046,0.0003256418,0.002000018,0.8692477,0.04387156,0.0002695194],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6316536,0.001230055,0.0002985881,0.0006890939,0.0009896361,0.001145647,0.000001182283,0.0001571095,0.3638351],"genre_scores_gemma":[0.9960923,0.00006949798,0.0006772603,0.0002509097,0.00008073523,0.0001118157,0.0002899373,0.00002159756,0.002405938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3644387,"threshold_uncertainty_score":0.3756471,"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."}}