{"id":"W4416879783","doi":"10.37665/weofahf24579","title":"Advantages, Benefits &amp; Durability of Stencil Nano-Coatings","year":2025,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stencil; Fusible alloy; Solder paste; Soldering; Abrasion (mechanical); Surface-mount technology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007413611,0.0006110364,0.0009036053,0.0004083125,0.0002697764,0.00005677525,0.0007623417,0.0005264129,0.00005189298],"category_scores_gemma":[0.0006186762,0.0006356895,0.0002873247,0.000869918,0.0003351364,0.0001506049,0.0002713963,0.0008719549,0.00005636695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004434373,"about_ca_system_score_gemma":0.0002309456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007768891,"about_ca_topic_score_gemma":0.00005460201,"domain_scores_codex":[0.9968429,0.00008794526,0.0009011382,0.0007584974,0.0004143942,0.0009951271],"domain_scores_gemma":[0.997726,0.0003942517,0.00020466,0.001433786,0.000140126,0.0001011975],"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":[0.0009120275,0.003208311,0.0832385,0.01734792,0.002711373,0.00007316684,0.005963712,0.1838629,0.2327867,0.2013965,0.05536739,0.2131315],"study_design_scores_gemma":[0.01190066,0.004006768,0.05588306,0.02477482,0.00154668,0.00007714897,0.002831047,0.01289506,0.6479452,0.08255637,0.1487528,0.006830379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675704,0.0145284,0.001154212,0.001981206,0.0008736859,0.0004364988,0.000059485,0.0008797797,0.0125163],"genre_scores_gemma":[0.9906777,0.005084787,0.001350614,0.00009293221,0.00003220573,0.00004150542,0.00001133631,0.00005655014,0.002652395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4151586,"threshold_uncertainty_score":0.9996094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343973912772454,"score_gpt":0.2466497958780709,"score_spread":0.2332100567503464,"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."}}