{"id":"W4410758036","doi":"10.1007/s42864-025-00329-w","title":"Laser powder bed fusion of WC-Ni cermets: microstructural, phase and mechanical studies","year":2025,"lang":"en","type":"article","venue":"Tungsten","topic":"Advanced materials and composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Innovates; University of Alberta","funders":"","keywords":"Cermet; Materials science; Fusion; Metallurgy; Phase (matter); Laser; Composite material; Optics; Ceramic; Chemistry","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":[0.00003238585,0.00009463753,0.0002037062,0.00003698287,0.00003130746,0.00001037045,0.00005321705,0.00003531981,0.00002969146],"category_scores_gemma":[0.00001112662,0.00007694832,0.00002113729,0.00006275925,0.00002932159,0.00005514115,0.0000742575,0.00003844911,0.000001954821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001257883,"about_ca_system_score_gemma":0.000003038739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003546235,"about_ca_topic_score_gemma":0.000002389764,"domain_scores_codex":[0.9995907,0.000008859891,0.0001547497,0.00009859785,0.00004207867,0.0001050394],"domain_scores_gemma":[0.9997991,0.00003083222,0.00001891373,0.0001010743,0.00002920019,0.00002089059],"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":[0.00002567581,0.00001096126,0.00002255676,0.000130804,0.00006392898,0.000002577106,0.00008986856,0.00003970912,0.9922849,0.0004299988,0.0006336235,0.006265381],"study_design_scores_gemma":[0.0009883726,0.00005664638,0.0002022809,0.00009724585,0.0000488363,0.000004307154,0.0001996443,0.0005653488,0.9938763,0.002408597,0.001431543,0.0001208242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967436,0.002351386,0.000172167,0.00005568609,0.0003007671,0.00008489421,0.00002023722,0.00007604364,0.0001952396],"genre_scores_gemma":[0.9977847,0.0003968558,0.001547932,0.00005135491,0.00002379927,0.000005642133,0.000005867862,0.00000985685,0.0001739557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006144557,"threshold_uncertainty_score":0.3137861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009482350278570188,"score_gpt":0.2747508810901909,"score_spread":0.2652685308116207,"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."}}