{"id":"W1576329572","doi":"10.5006/c2012-01308","title":"Superheater Corrosion Produced by Biomass Fuels","year":2012,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations","funders":"","keywords":"Superheater; Corrosion; Materials science; Biomass (ecology); Metallurgy; Environmental science; Waste management; Nuclear engineering; Engineering; Boiler (water heating); Geology","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":[0.0001267482,0.0002724384,0.000316092,0.0002526319,0.0001423454,0.0002509452,0.0002026961,0.0001813736,0.001223253],"category_scores_gemma":[0.000140829,0.0001281048,0.0001791579,0.0001963168,0.0001085167,0.0002020703,0.0001944631,0.000277045,0.0003827311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002280452,"about_ca_system_score_gemma":0.00007541034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433007,"about_ca_topic_score_gemma":0.0019614,"domain_scores_codex":[0.9998236,0.00001708774,0.000006180914,0.00001671102,0.00009902412,0.00003733012],"domain_scores_gemma":[0.9998863,0.00001986578,0.00002554213,0.000008292916,0.00004910549,0.00001096424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006769696,0.000009874298,0.0007077986,0.00007336224,0.0000095685,0.00005446643,0.00002033052,0.0001775576,0.9951741,0.00006515079,0.00006738977,0.003572544],"study_design_scores_gemma":[0.000002056481,0.00009939524,0.00253916,0.000004031566,0.000005432511,0.00006942885,0.00002135224,0.0008761103,0.9954315,0.00002555463,0.0009237285,0.000002197974],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920035,0.003134416,0.002235896,0.00004857024,0.00002102058,0.000009600847,0.00005103216,0.00006674874,0.002429142],"genre_scores_gemma":[0.9965047,0.00099048,0.0005995577,0.00001286339,0.000004363495,0.000002653579,0.00006927935,0.00001500619,0.001801083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001433007,"threshold_uncertainty_score":0.004092216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996969176558148,"score_gpt":0.2568465149687397,"score_spread":0.2368768232031582,"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."}}