{"id":"W4255493613","doi":"10.31399/asm.tb.hss.t52790229","title":"Canada Restores a Fleet of Stainless Steel Railcars","year":2010,"lang":"en","type":"book-chapter","venue":"ASM International eBooks","topic":"Metallurgy and Cultural Artifacts","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automotive engineering; Aeronautics; Environmental science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002390841,0.0001637947,0.0002176496,0.00005955303,0.0001721239,0.00003526556,0.0005438989,0.000239842,0.004088905],"category_scores_gemma":[0.0001474204,0.0001469028,0.000112594,0.000007088953,0.0003133813,0.00005463954,0.00007579288,0.0003473329,0.00006750838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001699553,"about_ca_system_score_gemma":0.001524426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4203039,"about_ca_topic_score_gemma":0.9321267,"domain_scores_codex":[0.9983443,0.00002951864,0.0003015294,0.0002143429,0.0009388182,0.0001714993],"domain_scores_gemma":[0.9989161,0.0001404678,0.0002939058,0.0001620038,0.0003697336,0.0001177642],"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":[0.00001948346,0.000004436127,0.000009838709,0.000007780759,0.0001235676,0.00002970804,0.001068416,0.000001173834,0.0004146076,0.9857649,0.00280883,0.009747272],"study_design_scores_gemma":[0.00009101017,0.000009725773,0.00007913891,0.00006095592,0.00001822568,0.000001828677,0.000170554,0.000001232131,0.0004291386,0.02680784,0.9721673,0.0001630221],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004652879,0.00001976526,0.00000195297,0.0009717459,0.00147658,0.000148508,0.00003970687,0.0000186959,0.9926702],"genre_scores_gemma":[0.247801,0.00001229782,0.00006533899,0.0003069731,0.0003613886,0.000005372581,0.00002644322,0.00001333985,0.7514079],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9693585,"threshold_uncertainty_score":0.9968215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587652582000531,"score_gpt":0.2675280669400577,"score_spread":0.2416515411200524,"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."}}