{"id":"W4396773037","doi":"10.1080/15732479.2024.2343856","title":"Friction stir welded joints in aluminum highway bridge decks: a quality control framework","year":2024,"lang":"en","type":"article","venue":"Structure and Infrastructure Engineering","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Waterloo; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bridge (graph theory); Welding; Structural engineering; Aluminium; Friction stir welding; Quality (philosophy); Materials science; Engineering; Composite material; Physics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001431685,0.0004298644,0.0004830623,0.0004378541,0.00004974526,0.0001341172,0.0001725304,0.0003815911,0.0001139461],"category_scores_gemma":[0.0001250278,0.0004120577,0.0001061577,0.0007073864,0.00003308631,0.0003529814,0.0000434081,0.001014723,0.000003337837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087308,"about_ca_system_score_gemma":0.00001612787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002742453,"about_ca_topic_score_gemma":0.0000157245,"domain_scores_codex":[0.9983851,0.00002415088,0.0004842498,0.0004312518,0.0002216437,0.0004535442],"domain_scores_gemma":[0.9993296,0.0001505576,0.00003481583,0.0003280994,0.00002866087,0.0001282803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003199253,0.000006776278,0.005254351,0.001329355,0.0004862646,0.0001163138,0.001504898,0.8452728,0.0921267,0.01762924,0.002860711,0.03338064],"study_design_scores_gemma":[0.0008636797,0.00005982743,0.1792255,0.001057887,0.0001900593,0.0001558841,0.00007541385,0.732068,0.02080238,0.04860423,0.0150998,0.001797392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3960522,0.001880152,0.5985839,0.00006306772,0.001363902,0.0002317806,0.0001006485,0.001631243,0.00009310095],"genre_scores_gemma":[0.970032,0.0001714066,0.02921916,0.00004614706,0.0003849405,0.00002116307,0.0000255102,0.00009110039,0.000008609616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5739798,"threshold_uncertainty_score":0.9998331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005019126561674375,"score_gpt":0.2370231768366282,"score_spread":0.2320040502749538,"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."}}