{"meta":{"query_hash":"8bc23f3f03f2","filters":{"venue":"Machine Dvevlpment"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8bc23f3f03f2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Machine+Dvevlpment"},"results":[{"id":"W2370845745","doi":"","title":"Static Characteristics Analysis of Micro-actuator Based on Micro-stereolithography","year":2001,"lang":"en","type":"article","venue":"Machine Dvevlpment","topic":"Advanced MEMS and NEMS Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Stereolithography; Actuator; Deflection (physics); Materials science; Electrode; Fabrication; Mechanical engineering; Displacement (psychology); Composite material; Optics; Engineering; Electrical engineering; Physics","score_opus":0.006929813751293513,"score_gpt":0.22477459563147498,"score_spread":0.21784478188018147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2370845745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910401,0.00010736785,0.0075473725,0.000099183264,0.00011718708,0.0001495416,0.00017826521,0.0003016544,0.00045934037],"genre_scores_gemma":[0.9847318,0.00021514126,0.01466948,0.00016035707,0.0000125680535,0.000023915905,0.00010871435,0.000029818799,0.00004821526],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9990729,0.0000067067112,0.0003316398,0.00018577499,0.00014900233,0.0002539624],"domain_scores_gemma":[0.9993873,0.0000534559,0.000076910816,0.00040151027,0.000025709278,0.00005507095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007404941,0.0002102612,0.00038993484,0.0005974668,0.000036660414,0.000012682412,0.00016126926,0.0000628139,0.00011661329],"category_scores_gemma":[0.000016679787,0.00018787442,0.00016577945,0.00074331166,0.000046342717,0.00003330086,0.000025954881,0.0001388594,0.000008582241],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018186863,0.0006329803,0.044847816,0.00037864872,0.002241555,0.000093962655,0.0004176029,0.026052559,0.86638737,0.00018554924,0.00060508586,0.05797503],"study_design_scores_gemma":[0.0022022498,0.0006142303,0.4009476,0.00025695763,0.0015957602,0.0000066022926,0.00023218995,0.15401238,0.38496426,0.00030207602,0.05336018,0.0015055011],"about_ca_topic_score_codex":0.000014660095,"about_ca_topic_score_gemma":0.000010492778,"teacher_disagreement_score":0.48142308,"about_ca_system_score_codex":0.00005325045,"about_ca_system_score_gemma":0.0000059152253,"threshold_uncertainty_score":0.7661296},"labels":[],"label_agreement":null},{"id":"W2373835236","doi":"","title":"The GBT Monitoring System Based on ControlNetNetwork","year":2002,"lang":"en","type":"article","venue":"Machine Dvevlpment","topic":"Advanced Sensor and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rockwell Automation (Canada)","funders":"","keywords":"Trim; Control system; Computer science; Control engineering; Embedded system; Engineering; Real-time computing; Electrical engineering; Operating system","score_opus":0.006194111214075401,"score_gpt":0.17519452115072404,"score_spread":0.16900040993664864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2373835236","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09607522,0.08396822,0.23033409,0.003112585,0.04065501,0.006967969,0.00015525214,0.011777187,0.5269545],"genre_scores_gemma":[0.9986497,0.000041485255,0.00007821643,0.000035083925,0.0005393845,0.00008525709,0.000002048104,0.000041228264,0.00052758725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988999,0.000048808182,0.00026536506,0.00015530152,0.00026997118,0.00036069314],"domain_scores_gemma":[0.9993111,0.00017328809,0.000035733345,0.00037787107,0.00001668156,0.00008536592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001533233,0.00020003239,0.00020181361,0.000032489537,0.00023952962,0.00006162648,0.00017270901,0.000043494674,0.000018601002],"category_scores_gemma":[0.000009702758,0.00013711951,0.00008293858,0.00008888738,0.000013378781,0.000028881977,0.000009830242,0.00017748307,0.00015337509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029723366,0.000024337172,0.0012348612,0.00005274,0.00006823553,0.00002280831,0.00007763797,0.96089625,0.0005366262,0.0009604569,0.0013634216,0.034732874],"study_design_scores_gemma":[0.00082827813,0.00004422349,0.0004451395,0.00007681037,0.000012517494,0.0000032422931,0.000052581665,0.9579103,0.00028168378,0.000007374441,0.040173933,0.00016390225],"about_ca_topic_score_codex":0.000010127427,"about_ca_topic_score_gemma":0.000004022722,"teacher_disagreement_score":0.9025745,"about_ca_system_score_codex":0.00019312077,"about_ca_system_score_gemma":0.0000016783201,"threshold_uncertainty_score":0.55915713},"labels":[],"label_agreement":null}]}