{"id":"W4396956202","doi":"10.1017/pds.2024.29","title":"Scientometric exploration of responsible innovation: mapping the knowledge landscape","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Design Society","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Geography; Knowledge management; Data science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002013317,0.0001052665,0.0001125739,0.0005015195,0.0002533873,0.0002456456,0.0004700195,0.0001004078,0.0000408336],"category_scores_gemma":[0.000244648,0.00007012535,0.00009474953,0.01602788,0.0001049135,0.002232798,0.0002783241,0.0002451509,0.0000128879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006974178,"about_ca_system_score_gemma":0.00007781711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004635017,"about_ca_topic_score_gemma":9.825128e-8,"domain_scores_codex":[0.9989018,0.000004407165,0.0002875344,0.0001831526,0.0004819809,0.0001411035],"domain_scores_gemma":[0.9985116,0.00008538347,0.0003323121,0.000101558,0.0009655296,0.000003667913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004469331,0.0001170026,0.008465182,0.00120804,0.0001616146,1.507843e-7,0.005509515,0.0003059369,0.1045406,0.6509427,0.2264651,0.00223944],"study_design_scores_gemma":[0.002191151,0.00008500773,0.01834229,0.00202735,0.0005559418,0.00000566679,0.06136692,0.3696961,0.09932441,0.1368588,0.3083186,0.001227732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8864684,0.0003195577,0.03078477,0.0126892,0.0008891428,0.001215712,0.000006364911,0.0002646676,0.06736218],"genre_scores_gemma":[0.99581,0.000007833905,0.001283061,0.0003186743,0.0002917116,0.000009141487,0.000001813673,0.00001416033,0.002263661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5140839,"threshold_uncertainty_score":0.7700864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117267678225422,"score_gpt":0.2655264243765771,"score_spread":0.148258746151155,"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."}}