{"id":"W4408670239","doi":"10.1111/jiec.70000","title":"Tipping points toward sustainability: The role of industrial ecology","year":2025,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Austrian Science Fund; European Commission","keywords":"Industrial ecology; Sustainability; Ecology; Environmental resource management; Economics; Natural resource economics; Business; Biology","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":[0.02609769,0.00072761,0.001063197,0.002473786,0.007111375,0.02409759,0.002604503,0.008603509,0.01170395],"category_scores_gemma":[0.03127965,0.0003241146,0.0008565484,0.003065493,0.0298792,0.02189333,0.01882395,0.01265193,0.001409458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00668652,"about_ca_system_score_gemma":0.009241574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002055642,"about_ca_topic_score_gemma":0.002805866,"domain_scores_codex":[0.980617,0.01284405,0.0003661379,0.001254961,0.003115198,0.001802588],"domain_scores_gemma":[0.967512,0.02558837,0.001029989,0.001372002,0.002366898,0.002130646],"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":[0.0000436815,0.00003318407,0.001305565,0.0004982962,0.00001609414,0.0004477582,0.01613192,0.001102656,0.0003295148,0.8755389,0.03408708,0.07046521],"study_design_scores_gemma":[0.00000694591,0.00003993514,0.000882172,0.001145244,0.00001031822,0.0001424516,0.01930829,0.0009853063,0.0004271945,0.6697108,0.3073007,0.00004077323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03336616,0.03921755,0.05767517,0.6354509,0.009898552,0.00009794244,0.0001207568,0.000274798,0.2238981],"genre_scores_gemma":[0.877283,0.04043487,0.01630138,0.03787953,0.004469344,0.0001857061,0.0001218764,0.0003671517,0.02295716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02609769,"threshold_uncertainty_score":0.1380194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01923031194241684,"score_gpt":0.2473803260120912,"score_spread":0.2281500140696744,"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."}}