{"id":"W1992767125","doi":"10.1080/15693430500424238","title":"Managing for resource sustainability: the potential of civic science","year":2006,"lang":"en","type":"article","venue":"Environmental Sciences","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Panacea (medicine); Sustainability; Function (biology); Natural resource; Sustainable development; Resource (disambiguation); Environmental ethics; Theme (computing); Mechanism (biology); Political science; Sociology; Engineering ethics; Epistemology; Ecology; Computer science; Engineering; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.007658214,0.000330709,0.0003025716,0.001320641,0.005473109,0.0117625,0.0009249071,0.004240608,0.00290567],"category_scores_gemma":[0.006525098,0.0001437211,0.0002585615,0.0008625704,0.0271105,0.006057949,0.005996458,0.00472711,0.0003486151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002797654,"about_ca_system_score_gemma":0.00507541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009818432,"about_ca_topic_score_gemma":0.001831839,"domain_scores_codex":[0.9953023,0.003341086,0.00007491977,0.0002437517,0.0006392136,0.0003987847],"domain_scores_gemma":[0.992419,0.004586133,0.000543564,0.0005739871,0.0007902197,0.00108716],"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":[0.000007812951,0.0000359491,0.000589591,0.00007255611,0.000007121361,0.00006721,0.003104645,0.0004527998,0.0001001913,0.9669414,0.008771043,0.01984974],"study_design_scores_gemma":[0.00001206539,0.0000279251,0.0005832952,0.000261038,0.000005880623,0.00007477536,0.006348896,0.0007051188,0.0001532477,0.832679,0.159137,0.00001181563],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02968013,0.01172441,0.02334347,0.4177008,0.001370165,0.00008215001,0.00002411151,0.00006665169,0.5160081],"genre_scores_gemma":[0.9587249,0.006805201,0.008605977,0.0125174,0.001072316,0.0001131165,0.00001540044,0.00002208685,0.01212357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9945269,"threshold_uncertainty_score":0.040501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005150917337696155,"score_gpt":0.1910376611747238,"score_spread":0.1858867438370276,"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."}}