{"id":"W2904914354","doi":"10.1177/2053019618817928","title":"Unpacking social-ecological transformations: Conceptual, ethical and methodological insights","year":2018,"lang":"en","type":"article","venue":"The Anthropocene Review","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Government of Canada","keywords":"Scholarship; Framing (construction); Sociology; Normative; Multidisciplinary approach; Engineering ethics; Environmental ethics; Ecology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02949335,0.0009827829,0.001323919,0.007848355,0.003283802,0.009977125,0.002175217,0.004244484,0.001736242],"category_scores_gemma":[0.02848592,0.0004239298,0.0008537475,0.008986223,0.03439485,0.01985188,0.006315708,0.007563564,0.000297942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006669586,"about_ca_system_score_gemma":0.01435361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006641707,"about_ca_topic_score_gemma":0.01273027,"domain_scores_codex":[0.9771457,0.01857501,0.0008237903,0.00107615,0.001729243,0.0006501881],"domain_scores_gemma":[0.9579185,0.03514574,0.002107477,0.001793021,0.002541467,0.0004938946],"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":[0.000008701809,0.00001010886,0.0008634539,0.001821293,0.00003964423,0.00009268024,0.00972046,0.0005592612,0.0001134487,0.9530005,0.003659027,0.03011134],"study_design_scores_gemma":[0.000007705609,0.00003160303,0.002318349,0.008658456,0.00005588557,0.0003528259,0.03317926,0.0007955901,0.0002522895,0.6562431,0.2980694,0.00003557955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00831926,0.8192415,0.02563748,0.1247278,0.00251657,0.00004795136,0.00004947746,0.00002561751,0.01943431],"genre_scores_gemma":[0.3484196,0.616189,0.01581885,0.01355678,0.003034242,0.0002583764,0.00008526452,0.00005220807,0.002585631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02949335,"threshold_uncertainty_score":0.1559776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296629366525375,"score_gpt":0.3921662961309336,"score_spread":0.2625033594783961,"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."}}