{"id":"W2074165261","doi":"10.1007/s10668-014-9528-7","title":"Innovation through collaboration: scaling up solutions for sustainable development","year":2014,"lang":"en","type":"article","venue":"Environment Development and Sustainability","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Software deployment; Sustainable development; Knowledge management; Computer science; Commons; Information and Communications Technology; Service (business); Open source software; Software; Business; Engineering management; World Wide Web; Engineering; Software engineering; Political 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":[0.008933943,0.0008357601,0.0005393182,0.002568044,0.003808212,0.01048085,0.002155261,0.004544677,0.01144289],"category_scores_gemma":[0.01583601,0.0002797108,0.001069049,0.003056759,0.005219331,0.01770959,0.01885964,0.002370337,0.002587991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002676832,"about_ca_system_score_gemma":0.009536623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009948394,"about_ca_topic_score_gemma":0.001166842,"domain_scores_codex":[0.9927267,0.003592781,0.0003028538,0.0007371047,0.001753132,0.0008874632],"domain_scores_gemma":[0.9903795,0.004445362,0.0008481069,0.001621141,0.001263671,0.00144224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005740804,0.0002836963,0.002572658,0.001254782,0.00007621267,0.0005746474,0.008952659,0.00419108,0.002771186,0.5329009,0.01869898,0.4276658],"study_design_scores_gemma":[0.00005269779,0.0001972843,0.001018577,0.0007886906,0.0000455109,0.0003476824,0.01225066,0.005902146,0.002164212,0.5988827,0.378301,0.00004889326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09089448,0.01305777,0.3796892,0.08228718,0.002108327,0.001033124,0.000172746,0.001994385,0.4287628],"genre_scores_gemma":[0.774691,0.01022778,0.1843652,0.003460045,0.0005393064,0.0009621725,0.0001878158,0.0003575895,0.02520893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01144289,"threshold_uncertainty_score":0.04724777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750554470208317,"score_gpt":0.2479419997205018,"score_spread":0.2304364550184186,"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."}}