{"id":"W2896705853","doi":"10.2351/1.5060812","title":"Repair of cemented carbide tools using laser cladding","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced materials and composites","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Tungsten carbide; Eutectic system; Brittleness; Cladding (metalworking); Cemented carbide; Carbide; Toughness; Metallurgy; Ternary operation; Composite material; Cobalt; Laser; Microstructure; Optics; Computer science","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":[0.0000209167,0.0000569505,0.00008817409,0.00001843647,0.00001755912,0.000009719099,0.00002588224,0.00001905992,0.0001110019],"category_scores_gemma":[0.000002085086,0.00005345712,0.00002925291,0.00004731896,0.000006147843,0.00007767809,0.00001316037,0.00001756761,0.000002435926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772776,"about_ca_system_score_gemma":0.000002021989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009523523,"about_ca_topic_score_gemma":0.000009571227,"domain_scores_codex":[0.9996654,0.000003357199,0.0001379201,0.00005435797,0.00004385332,0.00009515743],"domain_scores_gemma":[0.9998678,0.00001125392,0.00001393135,0.00008341013,0.00001303252,0.00001060068],"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":[0.000002306354,0.00000496973,0.0003217629,0.00002925596,0.000008850841,0.000001653685,0.000004468629,0.1432942,0.8552467,0.0006664556,0.0003550015,0.00006434724],"study_design_scores_gemma":[0.0001206901,0.000008115926,0.000674338,0.00002355146,0.000009327232,0.000001488373,0.000017444,0.03803642,0.9590498,0.0001493565,0.00181553,0.00009390755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706039,0.00005382033,0.01345172,0.000001183323,0.0001024614,0.00004238325,0.000005708295,0.0002785373,0.01546024],"genre_scores_gemma":[0.9785878,0.000002768384,0.02111367,0.000007337913,0.0000522888,0.000001740705,0.000004776117,0.00001261264,0.0002170242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052578,"threshold_uncertainty_score":0.2179918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302111698956009,"score_gpt":0.2126532610096251,"score_spread":0.199632144020065,"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."}}