{"id":"W3213165565","doi":"10.1016/j.jclepro.2021.129549","title":"Collaborative innovation for sustainability in Nordic cities","year":2021,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Sustainability; Archetype; Knowledge management; Citizen journalism; Business; Conceptual framework; Sustainability organizations; Procurement; Process management; Sociology; Computer science; Marketing","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":[0.001413588,0.00006952465,0.0001599406,0.0004207031,0.0001058769,0.00004300891,0.00006832417,0.00007403453,0.00001163042],"category_scores_gemma":[0.002524854,0.00006560786,0.00002767659,0.00177239,0.0000778887,0.0007184249,0.00003695921,0.0001827451,0.00000100887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766082,"about_ca_system_score_gemma":0.0002009268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003845195,"about_ca_topic_score_gemma":0.00001849424,"domain_scores_codex":[0.9991728,0.00001821762,0.0004417443,0.0001209541,0.0001337294,0.0001125221],"domain_scores_gemma":[0.9950959,0.00001890916,0.0004445374,0.00007353314,0.004365409,0.000001727496],"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":[0.0006046642,0.0005329262,0.08941084,0.0007336015,0.0001312815,0.00003435742,0.002156197,0.000733825,0.00302563,0.7987046,0.01913561,0.08479641],"study_design_scores_gemma":[0.001259268,0.00005064354,0.07733943,0.00008365147,0.00003920219,0.00002133209,0.03748218,0.00008977456,0.02422362,0.7016212,0.1575086,0.0002811142],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795167,0.00005660266,0.001911352,0.01511029,0.001014741,0.0002460435,4.038345e-7,0.00001613271,0.002127764],"genre_scores_gemma":[0.9966878,0.000007303141,0.001367378,0.0004169247,0.001064117,0.00001548114,0.000009260146,0.00000740372,0.0004243203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138373,"threshold_uncertainty_score":0.3022668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735373881046662,"score_gpt":0.2651884798648932,"score_spread":0.2478347410544266,"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."}}