{"id":"W2171517859","doi":"10.1002/aic.10584","title":"Pilot‐scale anaerobic thermophilic digester treating municipal sludge","year":2005,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mesophile; Anaerobic digestion; Anaerobic exercise; Thermophile; Pulp and paper industry; Methane; Waste management; Environmental science; Chemistry; Medicine; Biology; Engineering","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":[0.0002524754,0.0001560457,0.0001382502,0.0001025131,0.0001561378,0.00008701435,0.0001508282,0.00005122645,0.0003700896],"category_scores_gemma":[0.00001654594,0.0001312376,0.00007908072,0.0001455492,0.00003200835,0.0003621193,0.00001926176,0.0003965307,0.0002126324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217547,"about_ca_system_score_gemma":0.00001345549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009787933,"about_ca_topic_score_gemma":0.00005898226,"domain_scores_codex":[0.9991176,0.00003660536,0.0002728435,0.0001206275,0.0001591794,0.0002931907],"domain_scores_gemma":[0.9995829,0.00001770965,0.00005381581,0.0001744547,0.00004065428,0.0001304269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001844294,0.0007734075,0.01611283,0.00004885657,0.0005660649,0.00008089618,0.009900413,0.1234728,0.4039859,0.003168121,0.07115462,0.3705516],"study_design_scores_gemma":[0.005511738,0.001456657,0.1398312,0.0004031407,0.0003227975,0.003625671,0.002019504,0.01703513,0.07567905,0.0007289304,0.7510428,0.002343424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854963,0.00072565,0.0004276048,0.001016264,0.0006097252,0.00006834153,0.000001415397,0.0002224252,0.01143226],"genre_scores_gemma":[0.9948071,0.0003371602,0.001439581,0.0002073617,0.001419366,0.000003035093,0.000003960874,0.00003341221,0.001748979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6798882,"threshold_uncertainty_score":0.5351714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493109951383282,"score_gpt":0.2260454396305447,"score_spread":0.2111143401167119,"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."}}