{"id":"W4212900542","doi":"10.1111/jiec.13256","title":"Data innovation in industrial ecology","year":2022,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Industrial ecology; Ecology; Environmental resource management; Business; Geography; Economics; Sustainability; 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":[0.03602136,0.0004888018,0.001525329,0.005123466,0.002661554,0.009608853,0.003249202,0.004778094,0.01275659],"category_scores_gemma":[0.1530534,0.0009918531,0.001548207,0.007064819,0.01069136,0.03118773,0.007611702,0.005582363,0.002211393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004141472,"about_ca_system_score_gemma":0.004269226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003811143,"about_ca_topic_score_gemma":0.001627471,"domain_scores_codex":[0.9734171,0.01524123,0.001942935,0.003566212,0.004988395,0.0008441355],"domain_scores_gemma":[0.6543661,0.284469,0.006050759,0.03622032,0.01471212,0.004181756],"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":[0.000143955,0.0001433798,0.007861242,0.0003637321,0.00009372868,0.0001793212,0.0009310583,0.007495007,0.000374406,0.8562042,0.012555,0.113655],"study_design_scores_gemma":[0.00004474895,0.00003975065,0.0009625937,0.0001790733,0.00003906085,0.00027082,0.0004771368,0.04091449,0.001329717,0.9181215,0.03758763,0.00003346259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06469809,0.01333087,0.7341939,0.08764372,0.001652468,0.0003785494,0.001261088,0.002051429,0.09478991],"genre_scores_gemma":[0.8042006,0.004922641,0.1642114,0.004638392,0.001888279,0.0004506992,0.001136145,0.0005433603,0.01800833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03602136,"threshold_uncertainty_score":0.1905015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019016280740014,"score_gpt":0.2817160231199771,"score_spread":0.1798143950459756,"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."}}