{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"3a92501177ba","filters":{"venue":"Petro-chemical Equipment"}},"results":[{"id":"W2347363282","doi":"","title":"Structural Analysis and Pipe Clamp Arrangement of Venting System in Natural Gas Processing Unit","year":2013,"lang":"en","type":"article","venue":"Petro-chemical Equipment","topic":"Engineering Structural Analysis Methods","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":"PCL Construction (Canada)","funders":"","keywords":"Vibration; Finite element method; Engineering; Natural gas; Structural engineering; Clamp; Natural frequency; Response analysis; Mechanical engineering; Petroleum engineering; Waste management; Acoustics; Physics","authors":[{"name":"Shu Heng-m","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008577311495868694,"gpt":0.2347206270967145,"spread":0.2261433156008458,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002013086,0.0002560212,0.0005381285,0.0003660895,0.00002972815,0.00005458911,0.0001799365,0.00007730935,0.00007056603],"category_scores_gemma":[0.00003677951,0.0002251229,0.0001343639,0.0007957891,0.00004534235,0.0001585412,0.00008953689,0.0002669672,0.000002443594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245277,"about_ca_system_score_gemma":0.000006690219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009916937,"about_ca_topic_score_gemma":0.000008935926,"domain_scores_codex":[0.9984151,0.00003308239,0.0005722555,0.0002750483,0.0003121303,0.0003923495],"domain_scores_gemma":[0.9994797,0.00006069531,0.00009076554,0.0002026943,0.00006445249,0.0001016582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009769075,0.00001181482,0.02277485,0.001494362,0.0007233109,0.000005324322,0.0005487927,0.03766842,0.9071171,0.0001465592,0.00001115435,0.02948857],"study_design_scores_gemma":[0.000417707,0.00001316318,0.03823246,0.0002028013,0.0003552117,0.000007950349,0.0002868875,0.8270624,0.1328908,0.0001246568,0.00002154078,0.0003843592],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951603,0.0008456986,0.003359827,0.00002481865,0.0001024292,0.0001498256,0.000002476033,0.0001388144,0.0002158363],"genre_scores_gemma":[0.9856126,0.00000841674,0.01422499,0.000004150998,0.00004806193,0.00003253292,0.00002086162,0.00002441961,0.00002401536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.789394,"threshold_uncertainty_score":0.9180247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2372575684","doi":"","title":"Design and Application of Reformate Liquid Chloride Adsorption Technology","year":2013,"lang":"en","type":"article","venue":"Petro-chemical Equipment","topic":"Industrial Technology and Control Systems","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":"PCL Construction (Canada)","funders":"","keywords":"Catalytic reforming; Oil refinery; Petrochemical; Adsorption; Chemistry; Refining (metallurgy); Waste management; Catalysis; Process engineering; Materials science; Organic chemistry; Engineering; Metallurgy","authors":[{"name":"SI Hai-juan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006864424911880451,"gpt":0.1957867831397507,"spread":0.1889223582278703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001261923,0.0001121006,0.0001908687,0.0001101446,0.00001893787,0.000006580379,0.0001265947,0.0002939596,0.00002372644],"category_scores_gemma":[0.00001907537,0.0001024389,0.00002150262,0.0001440138,0.00007153607,0.00008021492,0.00004521352,0.0001822222,0.00005710209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008776611,"about_ca_system_score_gemma":0.000005802156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001580104,"about_ca_topic_score_gemma":2.043274e-7,"domain_scores_codex":[0.9992814,0.000008813049,0.0002863134,0.0001302849,0.00008641102,0.0002067903],"domain_scores_gemma":[0.9996534,0.00002197802,0.00005527778,0.0001939053,0.00003718,0.00003827505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003976384,0.00001348972,0.00003429838,0.00003247141,0.000026331,1.604242e-7,0.0000231511,0.0003271964,0.9892195,0.001844588,0.0001028458,0.008336226],"study_design_scores_gemma":[0.0004441894,0.0001033118,0.00001237939,0.00002347808,0.00001257966,0.00001035183,0.00003968831,0.0357772,0.9607142,0.001555958,0.001183586,0.0001230992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114649,0.000229497,0.08609997,0.0003995196,0.0001003916,0.0005242351,0.000001281034,0.0004482771,0.0007318763],"genre_scores_gemma":[0.9986649,0.00003364036,0.0008235244,0.000008519424,0.00004410582,0.0003807127,0.000004756243,0.00001275569,0.00002706916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08719996,"threshold_uncertainty_score":0.4177335,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2388284743","doi":"","title":"Experimental Study of Atomization Characteristics on Effervescent Creation Equipment of a Multilevel Fuel Atomizer","year":2007,"lang":"en","type":"article","venue":"Petro-chemical Equipment","topic":"Fluid Dynamics and Heat Transfer","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":"L'Alliance Boviteq","funders":"","keywords":"Combustion; Air–fuel ratio; Phase (matter); Nuclear engineering; Liquid phase; Process engineering; Mechanical engineering; Materials science; Automotive engineering; Engineering; Chemistry; Thermodynamics; Physics; Internal combustion engine","authors":[{"name":"Cui Yun-jing","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01279589525753681,"gpt":0.2579098721927808,"spread":0.245113976935244,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002684958,0.0002520792,0.0004223612,0.000146327,0.00002395351,0.00001177802,0.0001437553,0.0001055392,0.0001166122],"category_scores_gemma":[0.00001742937,0.0002460413,0.0001015432,0.0001152194,0.00003998736,0.00005021479,0.00004854379,0.0001441306,0.000008408938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003785808,"about_ca_system_score_gemma":0.00001310777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000246377,"about_ca_topic_score_gemma":0.000003293419,"domain_scores_codex":[0.9981077,0.00002041572,0.0008016544,0.0002519169,0.0005043776,0.0003139532],"domain_scores_gemma":[0.9993894,0.0000826164,0.00006437652,0.0002638552,0.00007500181,0.0001247449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006118286,0.004177902,0.003535618,0.0002958328,0.0001609975,0.000005298574,0.002949482,0.001369367,0.9840611,0.00107096,0.00004678719,0.001714805],"study_design_scores_gemma":[0.005896355,0.001058249,0.02429848,0.0001988603,0.00008178084,0.000001911284,0.0005279075,0.07771493,0.8896773,0.00002736466,0.00009651349,0.000420361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836742,0.00007317023,0.01448261,0.000008731334,0.0002388939,0.0005859898,0.00002730869,0.00006903518,0.0008400808],"genre_scores_gemma":[0.9991516,0.00001940401,0.0005757626,0.00001402444,0.00005581228,0.00004299563,0.00006884859,0.00004393042,0.00002761669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09438384,"threshold_uncertainty_score":0.9999992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2389970580","doi":"","title":"Repair and Treatment to Imported Alfa Laval Plate Heat-exchanger","year":2012,"lang":"en","type":"article","venue":"Petro-chemical Equipment","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Heat exchanger; Nuclear engineering; Materials science; Engineering; Mechanical engineering","authors":[{"name":"Shaohua Chen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01960716516619534,"gpt":0.2569032054188494,"spread":0.2372960402526541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000179808,0.0002639265,0.0002529767,0.0001103744,0.0000342583,0.00001989133,0.00008940806,0.0001053262,0.0001614178],"category_scores_gemma":[0.0000198481,0.0002377991,0.00007418892,0.0001567775,0.00002679347,0.00006407598,0.0001141743,0.0001803172,0.0001453981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000481176,"about_ca_system_score_gemma":0.00001041468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003812261,"about_ca_topic_score_gemma":0.000002404121,"domain_scores_codex":[0.9984333,0.000009090221,0.0002295092,0.0002483753,0.0002886285,0.000791134],"domain_scores_gemma":[0.9990303,0.00005760946,0.000007889274,0.0002983851,0.00001574531,0.0005900841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005866558,0.0002334896,0.002562067,0.0001503254,0.0003189473,0.00002035343,0.001285201,0.002976145,0.975126,0.0003067884,0.009658813,0.007303255],"study_design_scores_gemma":[0.001870488,0.0003369836,0.004601346,0.00008602866,0.00009061133,0.00007469979,0.0001084466,0.02892455,0.7183352,0.00003281476,0.2443919,0.001146894],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933838,0.001043453,0.0007444537,0.0002124359,0.0002290829,0.0003482863,0.00001590037,0.000783578,0.00323904],"genre_scores_gemma":[0.9936734,0.0001660211,0.004997502,0.00003651858,0.0003439145,0.00023517,0.00002478679,0.00007277571,0.0004498935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2567907,"threshold_uncertainty_score":0.9697165,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}