{"id":"W4397013292","doi":"10.1111/1477-8947.12492","title":"Harnessing artificial intelligence‐driven industrial robotics for sustainability: Insights from leading green economies","year":2024,"lang":"en","type":"article","venue":"Natural Resources Forum","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Robotics; Artificial intelligence; Business; Computer science; Robot; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003244739,0.0003492669,0.0006384737,0.0004490215,0.0003005058,0.0005454235,0.0004930913,0.0003795996,0.0001386827],"category_scores_gemma":[0.0003523942,0.0003873153,0.000328602,0.0002260042,0.0002120793,0.0006417039,0.0002263624,0.0005417927,0.0002990647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009802843,"about_ca_system_score_gemma":0.00005290655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000526641,"about_ca_topic_score_gemma":0.0003834587,"domain_scores_codex":[0.9972078,0.00002794112,0.001068497,0.0009906627,0.00005590632,0.0006491713],"domain_scores_gemma":[0.998606,0.0004794628,0.0003299821,0.0004240184,0.00002506295,0.0001355263],"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":[0.0001414698,0.00007207726,0.01339804,0.0001140432,0.0003453429,0.00001496099,0.002085179,0.01381269,0.0000838038,0.8982955,0.001001212,0.07063566],"study_design_scores_gemma":[0.0002341303,0.0001002951,0.000464555,0.00006819391,0.00003221201,0.000002174399,0.001640479,0.1225279,0.000739305,0.7026817,0.1708823,0.0006267264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580444,0.01178156,0.01024631,0.01022786,0.004273361,0.0009144243,0.0003842954,0.0002740804,0.003853786],"genre_scores_gemma":[0.9952838,0.00005923818,0.001094898,0.0002154814,0.00122293,0.00006211284,0.0001054577,0.00008158987,0.001874494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956138,"threshold_uncertainty_score":0.9998579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04558677797678633,"score_gpt":0.2495248689156893,"score_spread":0.203938090938903,"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."}}