{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"f70dce783efe","filters":{"venue":"Advanced Manufacturing"}},"results":[{"id":"W4400066876","doi":"10.55092/am20240010","title":"Transfer learning methods for Three-Axis CNC anomaly detection","year":2024,"lang":"en","type":"article","venue":"Advanced Manufacturing","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Anomaly detection; Anomaly (physics); Transfer of learning; Computer science; Artificial intelligence; Physics","authors":[{"name":"Eugene Li","is_ca":true},{"name":"Yang Li","is_ca":true},{"name":"Sasank Kakarla","is_ca":false},{"name":"William Melek","is_ca":true},{"name":"Sanjeev Bedi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009351661229211711,"gpt":0.2713495497907158,"spread":0.2619978885615041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002437251,0.0009055664,0.0007647524,0.001695226,0.0006350771,0.0008492177,0.001628239,0.001157199,0.004189111],"category_scores_gemma":[0.007583379,0.0003728347,0.0007868542,0.001371418,0.0007883023,0.001223827,0.001472675,0.002157053,0.001352658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230041,"about_ca_system_score_gemma":0.000908436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004738743,"about_ca_topic_score_gemma":0.00277088,"domain_scores_codex":[0.9991186,0.0002218714,0.00005567002,0.0001892962,0.0003411126,0.00007343321],"domain_scores_gemma":[0.9970695,0.001424151,0.0003028369,0.0003481875,0.0007832266,0.0000721508],"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":[0.0001869782,0.0001494408,0.001882408,0.0001089492,0.0001063669,0.0001112541,0.0001617694,0.4484513,0.006807198,0.01018663,0.002207291,0.5296404],"study_design_scores_gemma":[0.000002979984,0.00002029731,0.0002995451,0.000004658487,0.000003753867,0.0000213112,0.00001075283,0.9938728,0.001260842,0.00393831,0.000556231,0.000008453598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006059377,0.000164174,0.9916333,0.00007810066,0.00003483769,0.00005265956,0.00003844519,0.001085118,0.0008539906],"genre_scores_gemma":[0.5150267,0.0003494237,0.477185,0.0001343878,0.0001091662,0.0003937887,0.0003221564,0.0003744107,0.006105046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004738743,"threshold_uncertainty_score":0.01401395,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409258196","doi":"10.55092/am20250007","title":"Creating custom 3D printing material colors using optical modeling of waste plastic","year":2025,"lang":"en","type":"article","venue":"Advanced Manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"3D printing; Materials science; Plastic waste; Process engineering; Engineering drawing; Computer science; Computer graphics (images); Engineering; Waste management; Composite material","authors":[{"name":"Kimia Aghamohammadesmaeilketabforoosh","is_ca":true},{"name":"Joshua Givans","is_ca":true},{"name":"Joshua M. Pearce","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01062184406721184,"gpt":0.2336422235410015,"spread":0.2230203794737896,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003926516,0.0007012903,0.0002906307,0.0005695156,0.0002623493,0.001262865,0.0006504618,0.0007427474,0.002491449],"category_scores_gemma":[0.0007467328,0.0004466137,0.001029268,0.0003729343,0.000424144,0.0006072202,0.000678818,0.000530793,0.0005779812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005829812,"about_ca_system_score_gemma":0.0008778584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366867,"about_ca_topic_score_gemma":0.005068501,"domain_scores_codex":[0.9998288,0.0000247301,0.000007858907,0.00002795242,0.00009505793,0.00001543806],"domain_scores_gemma":[0.9997329,0.0001223028,0.00003419744,0.00004461404,0.00005355922,0.00001244206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005951447,0.00007027563,0.00174118,0.000170602,0.00002909142,0.0001334089,0.0001817461,0.8916283,0.04182725,0.006951524,0.000941549,0.05626557],"study_design_scores_gemma":[0.000004655056,0.00001200017,0.000178795,0.000009217406,0.000006183666,0.00004013512,0.00001961189,0.9858116,0.01083115,0.0008526415,0.002220451,0.00001359308],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04842812,0.0001145619,0.9425941,0.00009677854,0.00003448268,0.00006158827,0.0002033765,0.001892452,0.006574573],"genre_scores_gemma":[0.500316,0.0004886478,0.490997,0.00008172946,0.00001454569,0.000167693,0.0003848668,0.000709915,0.006839545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003366867,"threshold_uncertainty_score":0.008334696,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}