{"id":"W2972885384","doi":"10.3390/su11185010","title":"Is It Time to Shift Our Environmental Thinking? A Perspective on Barriers and Opportunities to Change","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University","keywords":"Transformative learning; Sustainability; Sustainable development; Environmental ethics; Deforestation (computer science); Climate change; Natural resource; Political science; Environmental degradation; Action (physics); Environmental resource management; Environmental planning; Engineering ethics; Business; Sociology; Engineering; Economics; Environmental science; Ecology; Law","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":[0.02243475,0.0005850231,0.0007734726,0.001797632,0.01345301,0.02025837,0.003468928,0.01124026,0.003868961],"category_scores_gemma":[0.02106035,0.0003494329,0.0008249725,0.002003239,0.06736917,0.03041277,0.01060773,0.02168797,0.0006004488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0112358,"about_ca_system_score_gemma":0.01813938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122398,"about_ca_topic_score_gemma":0.01523222,"domain_scores_codex":[0.9783351,0.01388125,0.0005337716,0.001452857,0.002690763,0.003106144],"domain_scores_gemma":[0.9806274,0.01159814,0.00124964,0.0009294008,0.002588468,0.003006981],"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":[0.00001354934,0.00002450659,0.0003538802,0.000168371,0.000009444377,0.0001420837,0.03679699,0.0001871518,0.00009988582,0.9233738,0.02935043,0.009479878],"study_design_scores_gemma":[0.00000922923,0.00002157024,0.0004133717,0.0008328415,0.00000900855,0.0001042618,0.0813316,0.0002060196,0.00009319762,0.493843,0.4231032,0.00003285492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004476833,0.01236462,0.00303033,0.9348961,0.004265781,0.00001403356,0.00001606273,0.00002149625,0.04091482],"genre_scores_gemma":[0.6811733,0.03216433,0.00428518,0.2579807,0.007300955,0.0001937033,0.0000632341,0.0001586162,0.01668002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02243475,"threshold_uncertainty_score":0.1186477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284191681107309,"score_gpt":0.2694138423437253,"score_spread":0.2465719255326523,"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."}}