{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005672872,0.0004217715,0.0004357874,0.002048196,0.01061334,0.01196613,0.0009855378,0.001824083,0.001322441],"category_scores_gemma":[0.00594936,0.0003367847,0.0006247408,0.003719812,0.009027195,0.003158545,0.009033507,0.001065516,0.0001303839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01281698,"about_ca_system_score_gemma":0.01355748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06787194,"about_ca_topic_score_gemma":0.0882007,"domain_scores_codex":[0.9921355,0.004690475,0.000374029,0.0005445095,0.001251544,0.001003918],"domain_scores_gemma":[0.9934674,0.003414015,0.001133986,0.000664631,0.0006917805,0.0006282625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003407164,0.0004346644,0.0627813,0.00133107,0.0001627599,0.00963241,0.297009,0.05047764,0.001671142,0.4618913,0.005445438,0.1088225],"study_design_scores_gemma":[0.0001943264,0.0003364372,0.07012208,0.002311174,0.0001816977,0.002532869,0.592679,0.01931855,0.002742257,0.09451264,0.2148534,0.0002154795],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8986701,0.002938853,0.005851467,0.001716428,0.00007320007,0.0001719581,0.0000652495,0.00002870739,0.09048407],"genre_scores_gemma":[0.9959022,0.0006154818,0.001708228,0.00004243314,0.000004428027,0.00005399228,0.00001615974,0.000003287867,0.001653785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06787194,"threshold_uncertainty_score":0.1349537,"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."}}