{"id":"W3187853372","doi":"10.1017/pds.2021.471","title":"MITIGATING COMPANY ADOPTION BARRIERS OF DESIGN-DRIVEN INNOVATION WITH HUMAN CENTERED DESIGN","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"Design Education and Practice","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Business; Service (business); Product (mathematics); Service design; Product innovation; Space (punctuation); Service innovation; Knowledge management; Meaning (existential); Process management; New product development; Product design; Marketing; Computer science; Service provider; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06159297,0.0007132677,0.0006231343,0.003131781,0.00286915,0.008942632,0.003215474,0.002672118,0.004298388],"category_scores_gemma":[0.1168785,0.0007131691,0.0007851102,0.001565377,0.005527767,0.006436632,0.01172501,0.003383208,0.0005367156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006914923,"about_ca_system_score_gemma":0.008872466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279198,"about_ca_topic_score_gemma":0.002187045,"domain_scores_codex":[0.9090852,0.06816701,0.002782818,0.002585238,0.01411165,0.003267989],"domain_scores_gemma":[0.7810982,0.1687612,0.01474664,0.01582111,0.01609515,0.003477586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007218923,0.003502443,0.102718,0.003965421,0.0003439208,0.001363523,0.1361795,0.01389533,0.01982344,0.2641658,0.005305168,0.4480155],"study_design_scores_gemma":[0.0008702521,0.009703596,0.1072608,0.008680903,0.0006416854,0.001967818,0.240993,0.1283724,0.03299293,0.2386198,0.2293814,0.0005152932],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7589387,0.001301378,0.1606206,0.01318159,0.0001153571,0.001213976,0.00003371025,0.0003809301,0.06421384],"genre_scores_gemma":[0.9779859,0.0001607635,0.02023807,0.0004353928,0.00001411157,0.0003833501,0.00001218277,0.00002389347,0.0007464198],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06159297,"threshold_uncertainty_score":0.3257386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04936747237357602,"score_gpt":0.2632285455627738,"score_spread":0.2138610731891978,"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."}}