{"id":"W2611100227","doi":"10.5539/eer.v7n1p23","title":"Update and Analysis of Current Boiler Operations Used for the Generation of Steam Heat and Electricity","year":2017,"lang":"en","type":"article","venue":"Energy and Environment Research","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boiler (water heating); Electricity; Waste management; Coal; Electricity generation; Environmental science; Thermal power station; Flash boiler; Natural gas; Process engineering; Steam drum; Engineering; Superheated steam; Thermodynamics; Power (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001731965,0.0004273596,0.0002601961,0.007030666,0.0005765411,0.001619922,0.0005393832,0.0003358878,0.002830757],"category_scores_gemma":[0.004965429,0.0002367772,0.0004319979,0.00521313,0.0002869577,0.001288079,0.0003758291,0.0004527975,0.001492652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431403,"about_ca_system_score_gemma":0.001478692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02583034,"about_ca_topic_score_gemma":0.03641745,"domain_scores_codex":[0.9978034,0.0001794517,0.0002242464,0.0002607332,0.001428326,0.0001039158],"domain_scores_gemma":[0.9872118,0.001473477,0.001815712,0.0006885626,0.00860906,0.0002013412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005207912,0.0003642534,0.6373996,0.0008585568,0.0001948393,0.0003772876,0.001371761,0.005460365,0.01175964,0.003214903,0.03803291,0.3004452],"study_design_scores_gemma":[0.000008585091,0.0002235701,0.8022072,0.0001981252,0.0001385093,0.0004625514,0.001071374,0.007272366,0.01523562,0.0004462948,0.1726861,0.00004967412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8606803,0.005934196,0.01593744,0.001224778,0.0006025317,0.0002739298,0.04349038,0.001470668,0.07038569],"genre_scores_gemma":[0.9059113,0.004405977,0.01885363,0.0002022149,0.0003338423,0.00008460851,0.03812782,0.0003195523,0.0317611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02583034,"threshold_uncertainty_score":0.05135995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535251706570828,"score_gpt":0.3292917272069333,"score_spread":0.263939210141225,"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."}}