{"id":"W4387640443","doi":"10.1007/978-981-99-6863-3","title":"Proceedings of the International Conference on Metallurgical Engineering and Centenary Celebration","year":2023,"lang":"en","type":"book","venue":"","topic":"Indian Economic and Social Development","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Institute of Technology (BHU) Varanasi; Indian Institute of Technology Bombay; Indian Institute of Technology Jodhpur; Universidade de Aveiro; Université Laval; Indian Institute of Science; Indira Gandhi Centre for Atomic Research; North Carolina State University; Università degli Studi di Napoli Federico II","keywords":"Engineering; Library science; Metallurgy; Engineering ethics; Materials science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001678583,0.0001154641,0.0002534235,0.0001194022,0.00003884779,0.00004334133,0.00019249,0.0001427941,0.0003878271],"category_scores_gemma":[0.00002566186,0.0001056922,0.00007697297,0.00003064037,0.00003482521,0.00006180103,0.00009831467,0.0001540062,0.0001791508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001653576,"about_ca_system_score_gemma":0.00004744664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005283674,"about_ca_topic_score_gemma":0.000002629424,"domain_scores_codex":[0.9992825,5.750301e-7,0.0003661803,0.0002175407,0.00003347464,0.00009968221],"domain_scores_gemma":[0.9996975,0.00001615255,0.0001766991,0.00005222558,0.00003024202,0.00002717694],"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":[0.000002460118,0.000005909807,0.0001819361,0.00002460081,0.00006394561,2.862193e-7,0.000168077,0.000005354652,0.000002949567,0.9905537,0.008945676,0.0000450708],"study_design_scores_gemma":[0.001042159,0.0001016059,0.02437986,0.0004535011,0.0000279157,0.000008049708,0.0003144642,0.02180255,0.0001492535,0.3240748,0.6264741,0.001171668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003460014,0.0000333903,0.00002716503,0.0009853906,0.0008473331,0.0001771614,0.00008079123,0.00002436255,0.9943644],"genre_scores_gemma":[0.04319399,0.0003507184,0.0001287217,0.0001754421,0.000150221,0.00001547953,0.00002939784,0.00002848453,0.9559276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6664789,"threshold_uncertainty_score":0.4310003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03355967406233476,"score_gpt":0.1852438798712357,"score_spread":0.1516842058089009,"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."}}