{"id":"W4236036832","doi":"10.2464/jilm.58.251","title":"","year":2008,"lang":"","type":"article","venue":"Journal of Japan Institute of Light Metals","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Materials science; Engineering ethics; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.001875359,0.001119548,0.003780024,0.001693684,0.0005159111,0.000116744,0.002112178,0.0007439321,0.00008859744],"category_scores_gemma":[0.0008218205,0.000917304,0.002154392,0.001412427,0.000961852,0.003648118,0.0003140462,0.001679105,0.000004608749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837578,"about_ca_system_score_gemma":0.0007111747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001739026,"about_ca_topic_score_gemma":0.00002400194,"domain_scores_codex":[0.9899586,0.0002124515,0.00624764,0.0004554685,0.002012708,0.001113094],"domain_scores_gemma":[0.9921908,0.0002379706,0.004203464,0.000963246,0.001508609,0.0008959479],"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":[0.001646493,0.003310801,0.01606273,0.004730637,0.01282928,0.004665026,0.01209974,0.2533467,0.6646367,0.004265562,0.01652475,0.005881637],"study_design_scores_gemma":[0.002736475,0.002491193,0.009549629,0.003627758,0.001309788,0.009524914,0.0003013094,0.0001003041,0.9016623,0.0006568846,0.0670113,0.001028159],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525582,0.03059336,0.006964322,0.001578349,0.006161021,0.0004646592,0.00003201482,0.0001039454,0.001544172],"genre_scores_gemma":[0.9216848,0.0424611,0.03372036,0.00005427675,0.001799297,0.000005438758,0.000001870803,0.0001112779,0.0001615622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532464,"threshold_uncertainty_score":0.9993278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02772846426262241,"score_gpt":0.2494837464465604,"score_spread":0.2217552821839379,"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."}}