{"id":"W4381197648","doi":"10.1115/1.886519_ch2","title":"Section VII—Recommended Guidelines for the Care of Power Boilers","year":2023,"lang":"en","type":"book-chapter","venue":"ASME Press eBooks","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boiler (water heating); Engineering; Waste management; Combustion; Coal; Process engineering; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0000614325,0.0002740251,0.0002724341,0.0001022951,0.0000669263,0.0000195365,0.0002886869,0.000343574,0.00001421954],"category_scores_gemma":[0.0000557276,0.0002277133,0.0001551891,0.000007272009,0.00005239308,0.00003088838,0.00009134109,0.0002533445,0.000005309229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005448697,"about_ca_system_score_gemma":0.00001549693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009648699,"about_ca_topic_score_gemma":0.00004461464,"domain_scores_codex":[0.9990727,0.000003564259,0.0003954344,0.0002083644,0.0001492519,0.0001706556],"domain_scores_gemma":[0.9988881,0.0001352235,0.0001212079,0.000507655,0.0003282804,0.00001957656],"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":[0.00005372053,0.000004172904,8.339263e-7,0.00081148,0.001225174,0.000003337315,0.001805744,0.08240787,0.003578476,0.2471018,0.4158235,0.2471839],"study_design_scores_gemma":[0.000192612,0.00004124537,7.494397e-7,0.00009857536,0.00007085212,0.000001348453,0.000157095,0.001627082,0.02759124,0.005411063,0.9645237,0.0002843772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001607711,0.004384186,0.03893539,0.0001824572,0.005425475,0.001631164,0.0005488215,0.002970497,0.9459059],"genre_scores_gemma":[0.01017283,0.00117548,0.008291749,0.0001559972,0.000737484,0.0008120175,0.0001698648,0.0005441154,0.9779404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5487002,"threshold_uncertainty_score":0.928588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09396190688878457,"score_gpt":0.3001044529954605,"score_spread":0.2061425461066759,"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."}}