{"id":"W7097195492","doi":"","title":"NRC research on field performance of","year":2007,"lang":"en","type":"article","venue":"","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research council; Field (mathematics); Field research; Spring (device)","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":[],"category_scores_codex":[0.005843783,0.00003993653,0.00006621929,0.0001260748,0.00007315255,0.00002265928,0.0002642261,0.0000372787,0.001044817],"category_scores_gemma":[0.0002428332,0.00002868644,0.0000128865,0.0002690508,0.00008058449,0.00007248075,0.00006588404,0.00009303909,0.0003507003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003453538,"about_ca_system_score_gemma":0.00003687303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000156447,"about_ca_topic_score_gemma":0.00001348894,"domain_scores_codex":[0.9985483,0.00002395707,0.0001227627,0.000131342,0.0007866618,0.0003869394],"domain_scores_gemma":[0.9992961,0.0002628815,0.00001163028,0.0001887134,0.0001637835,0.0000769105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005256903,0.00002192908,0.0001813554,0.00002481038,3.393738e-7,0.000001660679,0.00003964889,0.00007166699,0.9908336,0.004810935,0.00094093,0.003020596],"study_design_scores_gemma":[0.00005056461,0.0004083253,0.002154628,0.00002157405,1.860439e-7,0.000001005195,0.00004171348,0.0001155496,0.9952284,0.00005354909,0.00188734,0.00003724104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255459,0.000005750235,0.0003518323,0.0001092917,0.0001835459,0.00005355535,5.081732e-7,0.00003130256,0.07371836],"genre_scores_gemma":[0.9975824,0.0000118781,0.0008293599,0.00002413099,0.00006116716,0.000002236154,1.173331e-7,0.000003463975,0.001485291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07223307,"threshold_uncertainty_score":0.9998684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08041233562828022,"score_gpt":0.406651420540169,"score_spread":0.3262390849118887,"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."}}