{"id":"W4412355965","doi":"10.1080/15710882.2025.2524413","title":"Disentangling collaborative design for sustainability","year":2025,"lang":"en","type":"article","venue":"CoDesign","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"European Commission","keywords":"Sustainability; Process management; Knowledge management; Computer science; Business; Environmental resource management; Environmental science; Ecology","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":[0.0009419757,0.0001316056,0.0001763672,0.0001911278,0.000439594,0.000080074,0.0002201066,0.0001199561,0.00001458667],"category_scores_gemma":[0.0009766524,0.0001282028,0.00004025472,0.001135858,0.0001600345,0.0002440318,0.0001107109,0.00009950022,0.00001066245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633728,"about_ca_system_score_gemma":0.0001561603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000045219,"about_ca_topic_score_gemma":0.000002955686,"domain_scores_codex":[0.9991915,0.00002140667,0.0002095661,0.0002562102,0.00007553327,0.0002458142],"domain_scores_gemma":[0.9987843,0.0001645459,0.00009521143,0.0001559276,0.0007967081,0.000003288439],"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":[0.000126398,0.00006644801,0.005743956,0.0001478088,0.00004961422,0.000001920225,0.0001253146,0.00005625603,0.00005259638,0.9708579,0.01499772,0.007774022],"study_design_scores_gemma":[0.0006839524,0.00001223875,0.001042699,0.00002868578,0.00004514761,6.590324e-8,0.003929115,0.004939765,0.002994163,0.9423964,0.04367923,0.0002485409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00879652,0.0001182192,0.9601405,0.003850005,0.0005268361,0.00201008,0.000002649881,0.0003135001,0.02424172],"genre_scores_gemma":[0.9844362,0.000002484383,0.01163073,0.001734793,0.0001701109,0.0005887754,0.00001651568,0.00001363286,0.001406815],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9756396,"threshold_uncertainty_score":0.5227956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02742540247323775,"score_gpt":0.2804845759403927,"score_spread":0.253059173467155,"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."}}