{"meta":{"query_hash":"0ca8e3c1084a","filters":{"venue":"Precision manufacturing"},"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/0ca8e3c1084a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Precision+manufacturing"},"results":[{"id":"W2891652641","doi":"10.1007/978-981-10-6173-8_12-1","title":"Targets of Workplace Bullying and Mistreatment: Helpless Victims or Active Provocateurs?","year":2018,"lang":"en","type":"book-chapter","venue":"Precision manufacturing","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Windsor; Université du Québec à Montréal; University of Winnipeg","funders":"","keywords":"Psychology; Workplace bullying; Social psychology; Criminology","score_opus":0.03257393624209941,"score_gpt":0.29715837129795286,"score_spread":0.26458443505585344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891652641","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2481185,0.0032163507,0.00038525788,0.0006002854,0.0015448482,0.0029799663,0.00011390003,0.00035093608,0.74268997],"genre_scores_gemma":[0.28237787,0.007488949,0.002077515,0.00007495751,0.0011296879,0.000055579574,0.000036979032,0.00014919142,0.70660925],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975059,0.00007405797,0.00047617877,0.0007242414,0.0007235005,0.0004961257],"domain_scores_gemma":[0.9981602,0.0005600836,0.0005617674,0.0003760694,0.00013210006,0.00020981742],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005873566,0.00045433792,0.0006013763,0.00024378765,0.00069985335,0.00015149254,0.00043122566,0.00051861006,0.0027846529],"category_scores_gemma":[0.000120009485,0.00037077712,0.00014717456,0.000050444844,0.0004471994,0.00028771334,0.00027902744,0.0003821519,0.000125535],"study_design_candidate":"design_other","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":[0.0031518461,0.00020253476,0.0008913166,0.000791127,0.00087162276,0.00024492576,0.05339927,0.000059796243,0.00041010685,0.004121919,0.0044839834,0.93137157],"study_design_scores_gemma":[0.0017575665,0.00062505604,0.00061344367,0.012521792,0.0005509158,0.000030736825,0.015342996,0.000025012898,0.07941586,0.039252453,0.8474504,0.0024138014],"about_ca_topic_score_codex":0.00018009041,"about_ca_topic_score_gemma":0.00031836794,"teacher_disagreement_score":0.92895776,"about_ca_system_score_codex":0.00020968459,"about_ca_system_score_gemma":0.00019279364,"threshold_uncertainty_score":0.9998744},"labels":[],"label_agreement":null},{"id":"W2947683035","doi":"10.1007/978-981-10-4912-5_6-1","title":"Machine Tool Calibration","year":2019,"lang":"en","type":"book-chapter","venue":"Precision manufacturing","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Machine tool; Compensation (psychology); Computer science; Calibration; Coordinate-measuring machine; Control engineering; Engineering drawing; Engineering; Mathematics; Mechanical engineering; Statistics","score_opus":0.017861176583548227,"score_gpt":0.22344789321959968,"score_spread":0.20558671663605146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947683035","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00045538892,0.0022724376,0.14038046,0.000020768317,0.0011881404,0.000678942,0.000034114935,0.0016309015,0.85333884],"genre_scores_gemma":[0.12287023,0.0038830112,0.014431761,0.00017825689,0.00068488024,0.000042721214,0.00031967973,0.00050290965,0.85708654],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988637,0.0000066011976,0.00033342038,0.00029962414,0.00028097906,0.00021569768],"domain_scores_gemma":[0.99936044,0.00006322701,0.00007811874,0.00043141545,0.000019672003,0.000047114663],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015418448,0.00036296254,0.00035275586,0.00023261638,0.00004068828,0.000028724498,0.00019661861,0.00039178878,0.00088258105],"category_scores_gemma":[0.0000105591,0.0003490661,0.0001279498,0.000008675349,0.000016070326,0.00018761893,0.00007113984,0.0005046447,0.00023384002],"study_design_candidate":"design_other","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":[0.000121348865,0.000017243843,0.000069248046,0.0006108886,0.0003518523,0.000043668566,0.00008582559,0.028377697,0.0076537114,0.018828027,0.015723743,0.92811674],"study_design_scores_gemma":[0.00029760555,0.000053361528,0.00006696053,0.0002654304,0.000062055944,0.000007971997,7.3636545e-7,0.0035067892,0.12528257,0.037946608,0.8317954,0.0007145244],"about_ca_topic_score_codex":7.017678e-7,"about_ca_topic_score_gemma":0.0000030914125,"teacher_disagreement_score":0.9274022,"about_ca_system_score_codex":0.000117220276,"about_ca_system_score_gemma":0.000011547303,"threshold_uncertainty_score":0.9998961},"labels":[],"label_agreement":null}]}