{"id":"W4367838488","doi":"10.1109/sm57895.2023.10112508","title":"Theory of Change for the Transformation Towards Open Smart and Sustainable Mobility","year":2023,"lang":"en","type":"article","venue":"","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Université du Québec à Montréal","funders":"","keywords":"Openness to experience; Construct (python library); Sustainable development; Computer science; Open innovation; Dimension (graph theory); Open data; Work (physics); Mobility model; Smart city; Corporate governance; Knowledge management; Telecommunications; Business; Computer security; Engineering; Internet of Things; Political science; Mathematics; Computer network; World Wide Web","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":[0.002783768,0.000716902,0.0005888231,0.001778974,0.002210962,0.004404615,0.001467117,0.003035259,0.01115509],"category_scores_gemma":[0.003602405,0.0002989506,0.001359783,0.001221827,0.01300896,0.005980157,0.003282737,0.002815211,0.001431932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006883644,"about_ca_system_score_gemma":0.002825425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005501948,"about_ca_topic_score_gemma":0.002728709,"domain_scores_codex":[0.997803,0.0008995539,0.00009110589,0.0005414509,0.0003724744,0.0002924263],"domain_scores_gemma":[0.9978437,0.001105064,0.0002775994,0.0002661492,0.0003268341,0.0001805659],"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":[0.000001331935,0.000004415825,0.00009411236,0.00001535888,0.000002836488,0.0000215946,0.0001857366,0.001006912,0.00002005959,0.9972057,0.0004083342,0.001033543],"study_design_scores_gemma":[0.00000769543,0.00001125283,0.0001733813,0.00004104196,0.000004284504,0.00005151857,0.0002620227,0.005729106,0.00004057848,0.9770712,0.01659953,0.00000828629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0196509,0.003761207,0.3878882,0.03912962,0.0007799197,0.0002708675,0.0003493449,0.0002045411,0.5479653],"genre_scores_gemma":[0.9189478,0.002590665,0.04386072,0.002280082,0.0003966896,0.0005747851,0.0001527803,0.00009338687,0.03110308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01115509,"threshold_uncertainty_score":0.04994464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05649564828193861,"score_gpt":0.2617858018710497,"score_spread":0.205290153589111,"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."}}