{"id":"W2115816331","doi":"10.14430/arctic183","title":"Sustainability Networks: Cognitive Tools for Expert Collaboration in Social-Ecological Systems, by Janne Hukkinen","year":2009,"lang":"en","type":"article","venue":"ARCTIC","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sustainability; Environmental resource management; Ecology; Geography; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226064,0.0007769713,0.0004346966,0.001075547,0.001056366,0.004441771,0.0006272296,0.000953425,0.002372296],"category_scores_gemma":[0.008028846,0.0003544029,0.0003757951,0.00105642,0.002159898,0.006111026,0.001488704,0.001962228,0.0008053699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084218,"about_ca_system_score_gemma":0.0009906763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005211323,"about_ca_topic_score_gemma":0.003785965,"domain_scores_codex":[0.9992415,0.0004470831,0.00003514065,0.0001307008,0.0001151778,0.00003039352],"domain_scores_gemma":[0.9955119,0.003799138,0.00008996186,0.00006264666,0.0003724629,0.0001638128],"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":[0.0002475779,0.00008880632,0.00160858,0.001382667,0.0001142109,0.0003826241,0.01246205,0.02687706,0.00196612,0.5207677,0.168272,0.2658306],"study_design_scores_gemma":[0.00002276016,0.00004768262,0.001974631,0.0009195182,0.00006237346,0.0004124409,0.004353687,0.03570877,0.001106122,0.5282181,0.427088,0.00008588228],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05020464,0.2286125,0.3701732,0.1803501,0.0167696,0.0001776272,0.0008092325,0.0006604082,0.1522428],"genre_scores_gemma":[0.5665593,0.1511611,0.177732,0.004955743,0.008313026,0.0003792036,0.0005055254,0.0005432522,0.08985081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005211323,"threshold_uncertainty_score":0.01195556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1163631528753513,"score_gpt":0.4409927796132649,"score_spread":0.3246296267379136,"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."}}