{"id":"W4414298487","doi":"10.1016/j.addma.2025.104969","title":"Room-temperature laser crystallization of oxygen vacancy-engineered zirconia for additive manufacturing","year":2025,"lang":"en","type":"article","venue":"Additive manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Division of Materials Research; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Crystallization; Cubic zirconia; Oxygen; Phase (matter); Amorphous solid; Monoclinic crystal system; Ceramic; Band gap","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":[0.0002206044,0.0006884173,0.0007232781,0.0006626599,0.0002809015,0.00009483296,0.0005825564,0.000441745,0.0002175568],"category_scores_gemma":[0.0002291558,0.0007125701,0.0003087253,0.000230282,0.000126794,0.0003565139,0.0002284606,0.0006425017,0.00001905947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002176289,"about_ca_system_score_gemma":0.00005119026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001679919,"about_ca_topic_score_gemma":0.00002594155,"domain_scores_codex":[0.9975042,0.00005243811,0.0006835448,0.0006813649,0.0002783586,0.0008001286],"domain_scores_gemma":[0.998262,0.0006728362,0.0001843764,0.0006180081,0.0001617833,0.0001009564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007145135,0.0004795369,0.0001292244,0.006170427,0.006229247,0.000125671,0.002320837,0.1510331,0.1345738,0.01100205,0.1285844,0.5586373],"study_design_scores_gemma":[0.0009025065,0.00006450251,0.005915657,0.0004910061,0.000104423,0.000004189881,0.0003463776,0.0008462607,0.9434958,0.00360994,0.04359303,0.0006262932],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8390322,0.0004582783,0.1411017,0.0002143632,0.001547756,0.001857619,0.002834571,0.003178419,0.009775173],"genre_scores_gemma":[0.9930993,0.0002093774,0.004243942,0.00009188084,0.0002095605,0.0003656354,0.0005832474,0.0001243077,0.001072788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8089221,"threshold_uncertainty_score":0.9995325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007173271732853085,"score_gpt":0.2147250358380643,"score_spread":0.2075517641052112,"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."}}