{"meta":{"query_hash":"91734fb9df9a","filters":{"venue":"航海技术"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/91734fb9df9a","api":"https://metacan.xera.ac/api/v1/cohort?venue=%E8%88%AA%E6%B5%B7%E6%8A%80%E6%9C%AF"},"results":[{"id":"W1004811770","doi":"","title":"Alfa-laval SU500型分油机转速低故障分析","year":2010,"lang":"zh","type":"article","venue":"航海技术","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.006096102074711345,"score_gpt":0.20083998986669874,"score_spread":0.1947438877919874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1004811770","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":[0.3465489,0.0021051392,0.00022303224,0.0008493769,0.0031830813,0.00014357266,0.000034804765,0.00080951006,0.6461026],"genre_scores_gemma":[0.99553317,0.0003601052,0.0011212883,0.00004995354,0.00040129622,0.000011296269,0.0000126889045,0.00003864078,0.00247158],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988336,0.0000171707,0.0002509187,0.00027742752,0.00013023372,0.0004906716],"domain_scores_gemma":[0.99917036,0.00005712491,0.000024445588,0.00061337213,0.000030409266,0.000104263876],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017282445,0.0002608419,0.00024857777,0.00010977128,0.00012207226,0.000034028337,0.00036964516,0.000584924,0.0015695358],"category_scores_gemma":[0.000063293744,0.00027342566,0.000103330734,0.0001719836,0.00021865084,0.00016095828,0.00006241281,0.0012444432,0.0012201205],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013122227,0.000056992307,0.0029514632,0.000108046144,0.00010747319,0.000101910045,0.0004767979,0.00017399988,0.021152208,0.9528073,0.010702326,0.011348325],"study_design_scores_gemma":[0.0018086643,0.00043596225,0.0622798,0.00012693957,0.00021963997,0.00031019212,0.0015356825,0.012605933,0.009643027,0.74758786,0.1612204,0.0022258847],"about_ca_topic_score_codex":0.00014311796,"about_ca_topic_score_gemma":0.00067111687,"teacher_disagreement_score":0.64898425,"about_ca_system_score_codex":0.000015589922,"about_ca_system_score_gemma":0.000047334266,"threshold_uncertainty_score":0.9999718},"labels":[],"label_agreement":null},{"id":"W1499718979","doi":"","title":"Alfa-laval S系列净油机工作原理及典型故障分析（上）","year":2010,"lang":"zh","type":"article","venue":"航海技术","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology","score_opus":0.006047554282749132,"score_gpt":0.2008568941224982,"score_spread":0.19480933983974905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1499718979","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":[0.2735163,0.0021835067,0.00029312767,0.0010311481,0.0038104241,0.00016327792,0.000038123748,0.0008755602,0.7180885],"genre_scores_gemma":[0.9949149,0.00032567585,0.0014470652,0.00006799598,0.00046722815,0.000013442306,0.00001362492,0.000043315704,0.0027067747],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987595,0.000017799417,0.0002693314,0.00030068817,0.00013619837,0.0005164715],"domain_scores_gemma":[0.9991195,0.00005609046,0.00002671925,0.0006585744,0.000031515585,0.000107583575],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00016973734,0.00028515756,0.00026508135,0.0001192164,0.00012934508,0.00003617011,0.00038122825,0.00064591394,0.0017776869],"category_scores_gemma":[0.00005625119,0.00029568406,0.00011824771,0.00017647645,0.00022924891,0.00016759522,0.00006861944,0.0013332979,0.0014530448],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015044762,0.00006596463,0.0022461766,0.000117922136,0.000126417,0.00010845881,0.0005266208,0.00017787812,0.020985158,0.9491165,0.012616492,0.013897316],"study_design_scores_gemma":[0.0017777514,0.00043331555,0.046283875,0.00012193498,0.00024029762,0.0003198743,0.0013716063,0.013282308,0.0088035725,0.75594914,0.16920567,0.0022106657],"about_ca_topic_score_codex":0.00011300205,"about_ca_topic_score_gemma":0.0005197733,"teacher_disagreement_score":0.7213986,"about_ca_system_score_codex":0.000016465865,"about_ca_system_score_gemma":0.000047240945,"threshold_uncertainty_score":0.9999495},"labels":[],"label_agreement":null},{"id":"W1578494409","doi":"","title":"ALFA LAVAL S系列分油机的结构特点和管理","year":2008,"lang":"zh","type":"article","venue":"航海技术","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.0133112031604116,"score_gpt":0.1976752877004756,"score_spread":0.184364084540064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1578494409","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":[0.2727046,0.012167737,0.00039885417,0.0005731116,0.0009994819,0.00013198423,0.000029333989,0.0008483029,0.7121466],"genre_scores_gemma":[0.99082196,0.0036298456,0.00062943716,0.00006216687,0.00022241726,0.000008987572,0.000011149074,0.000032933156,0.004581099],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99891645,0.00002397734,0.00024962454,0.00024731038,0.00013300295,0.00042962583],"domain_scores_gemma":[0.999394,0.000044806493,0.000021610587,0.00043875963,0.000023318546,0.000077501856],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008269411,0.00023758957,0.00026255308,0.00009961635,0.00018387022,0.000009295422,0.00026348088,0.0003696105,0.0006692209],"category_scores_gemma":[0.00003094307,0.00025346084,0.00010531807,0.00019133235,0.00023602822,0.00013781032,0.00004886975,0.00048994436,0.0012508401],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048372247,0.00018702481,0.01581935,0.00029083225,0.00040489165,0.0016573005,0.0036614935,0.003368027,0.002101394,0.8788357,0.08341656,0.010209059],"study_design_scores_gemma":[0.0043390677,0.0012537146,0.25654328,0.00042184105,0.00033187855,0.0025767996,0.003491577,0.02002489,0.005250024,0.48956537,0.21187077,0.004330792],"about_ca_topic_score_codex":0.00012445817,"about_ca_topic_score_gemma":0.00006344607,"teacher_disagreement_score":0.71811736,"about_ca_system_score_codex":0.000034223416,"about_ca_system_score_gemma":0.000048882466,"threshold_uncertainty_score":0.9999918},"labels":[],"label_agreement":null},{"id":"W1597297930","doi":"","title":"使用轴承不当导致MFPX 307TFD-21型燃油分油机故障","year":2007,"lang":"zh","type":"article","venue":"航海技术","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.008043269742573075,"score_gpt":0.22740955940834187,"score_spread":0.2193662896657688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1597297930","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":[0.23604909,0.0005734171,0.0033979209,0.00065752445,0.0007405014,0.0002890243,0.000030279296,0.000102298254,0.75815994],"genre_scores_gemma":[0.95757884,0.00013693122,0.0013078373,0.00047567993,0.00021209776,0.0000029719768,0.000013666019,0.000033159165,0.040238846],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99714756,0.000029731538,0.00051958754,0.00063368847,0.0006472148,0.0010222443],"domain_scores_gemma":[0.99863434,0.000083479004,0.00010553275,0.0006041715,0.000012316493,0.0005601472],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010556934,0.00031358865,0.00026455987,0.000078775425,0.0004032891,0.000054525808,0.00052317866,0.00022765955,0.06854669],"category_scores_gemma":[0.000031763142,0.00029199422,0.00017162973,0.00059001055,0.00040022348,0.00018366048,0.00014352471,0.0003544297,0.008372808],"study_design_candidate":"observational","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":[0.00020354807,0.0023166218,0.3249096,0.00017997016,0.000063502215,0.0011748812,0.0035038837,0.0007663717,0.03473356,0.014333718,0.046500918,0.57131344],"study_design_scores_gemma":[0.0007785747,0.0002486505,0.56742924,0.00011503539,0.0000825204,0.000051591705,0.00050175894,0.0008943387,0.0030231935,0.0014136257,0.42453453,0.0009269578],"about_ca_topic_score_codex":0.00089508086,"about_ca_topic_score_gemma":0.00022594658,"teacher_disagreement_score":0.7215297,"about_ca_system_score_codex":0.00017562408,"about_ca_system_score_gemma":0.000036006975,"threshold_uncertainty_score":0.9999532},"labels":[],"label_agreement":null},{"id":"W2283701747","doi":"","title":"ALFA LAVAL S系列分油机操作及管理要点","year":2015,"lang":"zh","type":"article","venue":"航海技术","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.021163502957597082,"score_gpt":0.2221360934307836,"score_spread":0.20097259047318652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283701747","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":[0.0719034,0.014362116,0.0005794447,0.0009991174,0.0016872775,0.00013435137,0.000029281879,0.00082548277,0.90947956],"genre_scores_gemma":[0.99510586,0.0004028486,0.0007233937,0.000056656114,0.0002596949,0.000008555385,0.000012637881,0.000031067277,0.003399304],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989831,0.0000294366,0.00021847678,0.00022010478,0.00015194934,0.00039693527],"domain_scores_gemma":[0.99933875,0.000028884962,0.000020305291,0.00042254513,0.0000418938,0.00014765379],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020181046,0.00021672584,0.00023541308,0.000088730514,0.000053619675,0.000024261253,0.00027173143,0.00035036943,0.0002260301],"category_scores_gemma":[0.00006430231,0.00022529915,0.000068917034,0.00017423343,0.00012275469,0.00015272526,0.000062520885,0.0004161378,0.0014757038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003881643,0.000079466976,0.003215457,0.0001316898,0.00019097226,0.00024162066,0.0022619625,0.0037559292,0.00037405913,0.8866877,0.091431975,0.011590338],"study_design_scores_gemma":[0.0022048252,0.0006418586,0.008269728,0.00015447043,0.00016294769,0.00016669802,0.005787388,0.015387988,0.0010177172,0.8138201,0.1509555,0.0014307939],"about_ca_topic_score_codex":0.00015682227,"about_ca_topic_score_gemma":0.00011466773,"teacher_disagreement_score":0.92320246,"about_ca_system_score_codex":0.000057223784,"about_ca_system_score_gemma":0.00007430359,"threshold_uncertainty_score":0.9993018},"labels":[],"label_agreement":null},{"id":"W2292013198","doi":"","title":"ALFA LAVAL S型分油机故障分析及处理","year":2015,"lang":"zh","type":"article","venue":"航海技术","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.022609837829498197,"score_gpt":0.23341654890586278,"score_spread":0.2108067110763646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2292013198","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":[0.17350686,0.0008982287,0.00045506313,0.0020879372,0.0009122704,0.0002597812,0.00004967988,0.00009515746,0.821735],"genre_scores_gemma":[0.95473933,0.00013433982,0.0009428727,0.0003423811,0.00017865757,0.0000061432956,0.000016567465,0.000025347905,0.043614365],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797267,0.000051077022,0.0003074831,0.00047360265,0.00061809743,0.0005770849],"domain_scores_gemma":[0.99871343,0.000024191831,0.00006580659,0.00047607702,0.000014877409,0.00070562825],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00048980815,0.00023338458,0.00021778472,0.00003477961,0.00017617582,0.00005593966,0.00042588235,0.00015121326,0.021007773],"category_scores_gemma":[0.000041160027,0.0002081226,0.000106254774,0.00031949338,0.0002838791,0.00018320576,0.00014670099,0.00023266062,0.009981133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018112229,0.0023714951,0.2760754,0.00010955541,0.000062866246,0.00061306485,0.007332208,0.0046977387,0.0059946068,0.009077357,0.52223843,0.17124617],"study_design_scores_gemma":[0.0013315972,0.00038945675,0.0797358,0.000080096,0.00008475229,0.000048327576,0.00074419274,0.00514828,0.0007163321,0.0033964268,0.9074918,0.0008329578],"about_ca_topic_score_codex":0.0018760291,"about_ca_topic_score_gemma":0.000105407795,"teacher_disagreement_score":0.7812325,"about_ca_system_score_codex":0.00013776263,"about_ca_system_score_gemma":0.00008982433,"threshold_uncertainty_score":0.9907897},"labels":[],"label_agreement":null}]}