{"id":"W4313505924","doi":"10.1007/978-3-031-17425-4_24","title":"Deep Decarbonization and Pathways to Net Zero Emissions: A Steel Industry Perspective","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Perspective (graphical); Zero (linguistics); Net (polyhedron); Environmental science; Economics; Natural resource economics; Mathematics; Philosophy; Computer science; Artificial intelligence; Geometry","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":[0.0005351505,0.0008516662,0.0004258427,0.0005404127,0.0007861333,0.002817912,0.0008454597,0.002012498,0.01146862],"category_scores_gemma":[0.0007458054,0.0003380956,0.0003078607,0.0007805501,0.003910522,0.005284208,0.001584967,0.003749565,0.001383418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002977539,"about_ca_system_score_gemma":0.002290083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003028385,"about_ca_topic_score_gemma":0.006520578,"domain_scores_codex":[0.9997532,0.00005162598,0.00000535448,0.00003991682,0.00008937727,0.00006048514],"domain_scores_gemma":[0.9998179,0.00008069944,0.00001384629,0.00002807819,0.00004360771,0.00001589206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007914108,0.00001500935,0.00001857555,0.00005910288,0.000002827875,0.00001983896,0.00005045843,0.001698066,0.0003898023,0.9843978,0.003560436,0.009780149],"study_design_scores_gemma":[0.000002939268,0.00001331099,0.0000768752,0.00005872322,0.000002215555,0.000022569,0.00008847657,0.0007514902,0.0006346936,0.9312606,0.06708347,0.000004597523],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01243434,0.02335448,0.04086078,0.02141437,0.001215992,0.00004685948,0.0001740608,0.000136495,0.9003627],"genre_scores_gemma":[0.4402208,0.05559714,0.01965962,0.00539491,0.001050683,0.00014791,0.0001968586,0.0002574384,0.4774747],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01146862,"threshold_uncertainty_score":0.03836638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379653977968561,"score_gpt":0.2318655434995724,"score_spread":0.2080690037198868,"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."}}