{"id":"W4367017400","doi":"10.1049/icp.2023.0313","title":"Green innovation for sustainable development","year":2023,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Sustainable development; Business; Computer science; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004780553,0.0001906181,0.0001421243,0.0001844888,0.0003599981,0.0001138023,0.0002904998,0.00008696442,0.0007502231],"category_scores_gemma":[0.0001118885,0.0001886544,0.00002705052,0.0014586,0.0001056675,0.0006151457,0.0003717326,0.00008544685,0.00110872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003873197,"about_ca_system_score_gemma":0.00005931269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001080828,"about_ca_topic_score_gemma":0.000007176217,"domain_scores_codex":[0.9982852,0.000002943988,0.0002904677,0.000389849,0.0003085585,0.0007229983],"domain_scores_gemma":[0.9996529,0.0000150316,0.00009884951,0.000079057,0.00007307233,0.0000810835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000228619,0.0002655598,0.2863455,0.0008471704,0.0001029414,0.00004963694,0.02928635,0.0001220033,0.02772439,0.1264491,0.3617159,0.1668628],"study_design_scores_gemma":[0.001041904,0.000124291,0.2662117,0.00003017512,0.00001472135,0.000005561786,0.01878994,0.002301809,0.02053516,0.03487068,0.6551906,0.0008834094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473162,0.000002351122,0.0003858195,0.0007993367,0.00004607243,0.0006710423,0.000001384522,0.0002570586,0.05052079],"genre_scores_gemma":[0.9255168,0.000006945067,0.001988807,0.0003253693,0.00005420258,0.0004375386,0.00005369607,0.00002615097,0.07159047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2934747,"threshold_uncertainty_score":0.999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654317108748826,"score_gpt":0.2487122007548983,"score_spread":0.22216902966741,"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."}}