{"id":"W4389526881","doi":"10.1002/adfm.202309304","title":"Crack‐Free Tungsten Fabricated via Laser Powder Bed Fusion Additive Manufacturing","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Materials science; Tungsten; Oxide; Argon; Nitrogen; Diffusion; Melting point; Grain boundary; Solubility; Fusion; Oxygen; Chemical engineering; Microstructure; Thermal diffusivity; Analytical Chemistry (journal); Metallurgy; Composite material; Physical chemistry; Thermodynamics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001662239,0.0003744746,0.000379994,0.000194966,0.0002028287,0.0001054148,0.0002205853,0.0001406448,0.005931859],"category_scores_gemma":[0.0000836636,0.0003504941,0.00006709127,0.0002022274,0.00005188369,0.000455483,0.0001682068,0.0001122183,0.001771696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008092792,"about_ca_system_score_gemma":0.00001449402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001263616,"about_ca_topic_score_gemma":0.000003442368,"domain_scores_codex":[0.9983011,0.00004707826,0.0004229289,0.0004090121,0.0003091396,0.0005107665],"domain_scores_gemma":[0.9991842,0.0001871156,0.00009885341,0.0003299236,0.00008891543,0.0001109915],"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":[0.000227742,0.0000230185,0.000006611389,0.0002180004,0.0001152682,0.00004085036,0.00007089356,0.01257115,0.9656694,0.00008344824,0.01404173,0.006931869],"study_design_scores_gemma":[0.0006164205,0.00004353192,0.008603614,0.0000617304,0.00002394451,0.00001479106,0.00004078763,0.00005537056,0.9678239,0.004727279,0.01756673,0.0004218869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896456,0.00004255168,0.001850811,0.0001177068,0.003458664,0.0003292574,0.00125272,0.001902397,0.001400288],"genre_scores_gemma":[0.9959557,0.0001577011,0.0003013836,0.0001315101,0.0006529316,0.0002004961,0.001585055,0.0001127976,0.0009023949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01251578,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054813005734144,"score_gpt":0.2053664540879259,"score_spread":0.1948183240305844,"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."}}