{"id":"W2327094533","doi":"10.2351/1.4944101","title":"Laser localized coating of corrosion resistant metal over a steel weld bead","year":2016,"lang":"en","type":"article","venue":"Journal of Laser Applications","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Magna International (Canada)","funders":"","keywords":"Materials science; Coating; Welding; Metallurgy; Corrosion; Laser beam welding; Galvanic corrosion; Galvanic cell; Joint (building); Composite material; Sheet metal; Structural 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":[],"consensus_categories":[],"category_scores_codex":[0.0001764468,0.00009565123,0.0002102605,0.00009199198,0.00003855225,0.00001205658,0.000174525,0.00006600742,0.00008711452],"category_scores_gemma":[0.00002630965,0.00006021527,0.0001081209,0.000155057,0.00004258258,0.0001031281,0.00002831634,0.0001076803,0.000005299131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004437271,"about_ca_system_score_gemma":0.00002143889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008079111,"about_ca_topic_score_gemma":0.00001037577,"domain_scores_codex":[0.9991335,0.00001766403,0.0004507333,0.00007207019,0.0002053156,0.0001206668],"domain_scores_gemma":[0.9992783,0.0001439079,0.0002073532,0.0001788432,0.0001207985,0.00007077563],"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":[0.00009393557,0.0001937841,0.001117472,0.0001559915,0.0001123911,0.00001101166,0.00009092428,0.003145597,0.9606099,0.000879206,0.0235771,0.01001265],"study_design_scores_gemma":[0.0006761958,0.0001037835,0.001099919,0.0003120755,0.0000844176,0.0000180107,0.00003949742,0.0002236694,0.9200113,0.0009353762,0.07635315,0.0001426523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6584724,0.0008543128,0.3369636,0.0005399221,0.0001615361,0.0004241157,0.0001321557,0.0001868098,0.00226516],"genre_scores_gemma":[0.9930351,0.0002792714,0.006370144,0.0000160235,0.0001019159,0.00002167944,0.000001485545,0.00002093186,0.0001534235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3345627,"threshold_uncertainty_score":0.2455508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128435503797651,"score_gpt":0.248398322643284,"score_spread":0.2371139676053075,"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."}}