{"id":"W2255712150","doi":"10.33915/etd.4943","title":"Coal Liquefaction Process Development","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coal; Liquefaction; Waste management; Commercialization; Coal liquefaction; Centrifuge; Engineering; Environmental science; Geotechnical engineering; Business","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001522002,0.0001702441,0.00011801,0.00004374703,0.00009593589,0.00002764207,0.0001615338,0.0001587469,0.003777853],"category_scores_gemma":[0.000004982502,0.0001471608,0.00003322464,0.00007417503,0.00001240967,0.0001523171,0.00002934663,0.0001418311,0.001368079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001233112,"about_ca_system_score_gemma":0.000009874258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001186724,"about_ca_topic_score_gemma":0.0003312869,"domain_scores_codex":[0.9990601,0.0000125391,0.0001919911,0.0002374047,0.0002965693,0.0002013817],"domain_scores_gemma":[0.999692,0.000005862194,0.0001099055,0.000131482,0.000005318188,0.00005539628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001036472,0.0004568117,0.04177074,0.0005075193,0.00009251099,0.000004659352,0.004379126,0.0001767987,0.001669079,0.0001781764,0.05365816,0.8970028],"study_design_scores_gemma":[0.0001715424,0.00006090277,0.46155,0.0001682197,0.00007436486,0.000002308898,0.001417119,0.00009057907,0.1360006,0.0006649118,0.3986754,0.001124065],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4421802,0.00001738567,0.0004045019,0.00001129586,0.000320225,0.0002511892,2.387637e-7,0.000267057,0.5565479],"genre_scores_gemma":[0.8294972,0.00001810968,0.001356633,0.00004640892,0.0000565879,0.0001022861,0.0002859326,0.000026275,0.1686106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8958787,"threshold_uncertainty_score":0.9994095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163840576233743,"score_gpt":0.2719916629777795,"score_spread":0.2603532572154421,"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."}}