{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004921214,0.0002712707,0.0008924151,0.002102631,0.0001628556,0.00003219757,0.001556784,0.000894207,0.002443766],"category_scores_gemma":[0.004362503,0.0003079675,0.00007627405,0.002537514,0.00011095,0.0004813838,0.0007470561,0.004014902,0.00001593234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002438984,"about_ca_system_score_gemma":0.002170095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004498313,"about_ca_topic_score_gemma":0.0003155165,"domain_scores_codex":[0.9954191,0.0007861319,0.002337562,0.0003162581,0.0003754183,0.0007655605],"domain_scores_gemma":[0.997311,0.0009387431,0.0008827591,0.0005297039,0.0002240123,0.0001137604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001894423,0.0006712573,0.09110472,0.00001499076,0.0005088469,0.002542725,0.0003274132,0.4874876,0.0005211797,0.002166025,0.3621233,0.05063753],"study_design_scores_gemma":[0.03717042,0.005621226,0.008990134,0.00003430736,0.0002231034,0.002771639,0.005728096,0.01446618,0.0003127522,0.003597287,0.919947,0.00113785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794595,0.00006177647,0.00002839746,0.002632321,0.01597583,0.0005389335,0.0001071146,0.00005895685,0.001137171],"genre_scores_gemma":[0.9959828,0.00001934275,0.0001016738,0.0003140223,0.003272671,0.00004239821,0.00009253632,0.00005639576,0.0001182113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5578237,"threshold_uncertainty_score":0.9999372,"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."}}