{"id":"W254752726","doi":"10.1007/978-1-4612-1250-8_2","title":"General Design Considerations","year":2000,"lang":"en","type":"book-chapter","venue":"Mechanical engineering series","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Technical University of Nova Scotia","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006072306,0.0005487259,0.0004715691,0.0001984377,0.00007493581,0.00007406986,0.0001853378,0.0005971658,0.001524845],"category_scores_gemma":[0.00005419891,0.0006221605,0.0001252637,0.00004192517,0.00004520202,0.0001973934,0.00004811359,0.0006095634,0.0002623905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210402,"about_ca_system_score_gemma":0.0000312433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.375266e-7,"about_ca_topic_score_gemma":0.000002493777,"domain_scores_codex":[0.9986748,0.000005107679,0.0004373927,0.000332174,0.0002045365,0.0003459742],"domain_scores_gemma":[0.9992377,0.00008370866,0.00003565308,0.0005064434,0.0000410977,0.00009546526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002986822,0.000001884654,4.948424e-9,0.00002748967,0.0000668763,0.00003014432,0.00001161866,0.4624517,0.003017294,0.5299724,0.003275673,0.001141879],"study_design_scores_gemma":[0.0002415004,0.0001390487,3.542727e-7,0.0001447807,0.00008029398,0.0001603026,0.000003567655,0.08531951,0.07043754,0.2402177,0.6016995,0.001555828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003032821,0.003112877,0.8626698,0.0002777042,0.002176028,0.0007856439,0.0001552499,0.01196501,0.1188274],"genre_scores_gemma":[0.01188467,0.005890047,0.6140853,0.0002402692,0.001382824,0.0003682604,0.0002318918,0.001256596,0.3646602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5984238,"threshold_uncertainty_score":0.999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708927761685217,"score_gpt":0.1958380680246975,"score_spread":0.1787487904078453,"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."}}