{"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":"db7fdd71ec39","filters":{"venue":"Manufacturing Automation"}},"results":[{"id":"W1598536860","doi":"10.1017/cbo9780511843723.005","title":"STRUCTURAL DYNAMICS OF MACHINES","year":2012,"lang":"en","type":"book-chapter","venue":"Manufacturing Automation","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Numerical control; Interpolation (computer graphics); Automation; Modal; Mechanical engineering; Engineering; Actuator; Manufacturing engineering; Machine tool; Engineering drawing; CAD; Computer science; Modal analysis; Control engineering; Industrial engineering; Machining; Finite element method; Artificial intelligence; Structural engineering","authors":[{"name":"Yusuf Altıntaş","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00900309014505185,"gpt":0.1919126018976781,"spread":0.1829095117526262,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001341608,0.0005526124,0.000392977,0.0004797118,0.0004748256,0.00136599,0.0006184876,0.0007304477,0.01954574],"category_scores_gemma":[0.0004019596,0.0002557103,0.0003249389,0.0003541175,0.001041109,0.001009473,0.0007708965,0.0008989816,0.00373194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00061308,"about_ca_system_score_gemma":0.0004022346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015446,"about_ca_topic_score_gemma":0.0007888219,"domain_scores_codex":[0.9998413,0.00002359876,0.000003934927,0.00003828036,0.00007804226,0.00001480918],"domain_scores_gemma":[0.9999132,0.00002486921,0.00001021965,0.00001295192,0.00002951794,0.000009148068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009318476,0.00001041011,0.0001357139,0.0001505354,0.00001165864,0.00005890812,0.000227055,0.02294693,0.003075395,0.9075533,0.01365962,0.05216138],"study_design_scores_gemma":[0.00001022566,0.00004962828,0.000947998,0.0001154487,0.000005893192,0.0002809055,0.0001570332,0.05386272,0.0008981056,0.5158184,0.427832,0.00002164622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01595366,0.02771276,0.3452577,0.003075627,0.002053499,0.0000898419,0.0007514112,0.0007168907,0.6043886],"genre_scores_gemma":[0.4425528,0.02291555,0.06306837,0.0007570179,0.001332531,0.0003029054,0.0009929844,0.0003325084,0.4677454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01954574,"threshold_uncertainty_score":0.06538701,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W203881597","doi":"10.1017/cbo9780511843723.011","title":"OFF-LINE AND ON-LINE PARAMETER ESTIMATION WITH LEAST SQUARES","year":2012,"lang":"en","type":"other","venue":"Manufacturing Automation","topic":"Robotic Mechanisms and Dynamics","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":"University of British Columbia","funders":"","keywords":"Numerical control; Interpolation (computer graphics); Automation; Industrial engineering; Modal; Actuator; Line (geometry); CAD; Modal analysis; Engineering drawing; Mechanical engineering; Trajectory; Computer science; Machine tool; Manufacturing engineering; Engineering; Control engineering; Machining; Mathematics; Artificial intelligence; Finite element method; Structural engineering","authors":[{"name":"Yusuf Altıntaş","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01199179839207108,"gpt":0.2167778061003245,"spread":0.2047860077082535,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006669962,0.001843265,0.00123526,0.0009556914,0.0005810656,0.001486904,0.001260243,0.001421993,0.0118208],"category_scores_gemma":[0.003615599,0.0007565392,0.001086834,0.001351407,0.0005546134,0.001556913,0.001574796,0.001839254,0.01065883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030884,"about_ca_system_score_gemma":0.0008545121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003481219,"about_ca_topic_score_gemma":0.004397778,"domain_scores_codex":[0.9990607,0.0002272666,0.00004783078,0.0002779005,0.0003303363,0.00005584875],"domain_scores_gemma":[0.9991417,0.0003465326,0.00009903021,0.00019489,0.00019808,0.00001982657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001385038,0.00008185941,0.00044906,0.0002471933,0.00010251,0.00009833627,0.0001144954,0.143233,0.01195017,0.003030691,0.00798496,0.8325692],"study_design_scores_gemma":[0.00001955873,0.00009599504,0.0009595377,0.0000475209,0.0000309813,0.0002376646,0.00007612874,0.9689736,0.00922159,0.005325018,0.01496528,0.00004719563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001929795,0.0003070301,0.993415,0.00005323749,0.00005518966,0.00002869303,0.00007919785,0.002010496,0.002121248],"genre_scores_gemma":[0.1115264,0.0007710977,0.8645127,0.000168401,0.000130057,0.0002276729,0.0008407791,0.0008069397,0.02101612],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0118208,"threshold_uncertainty_score":0.03954446,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}