{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"a08290b45c56","filters":{"venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control"}},"results":[{"id":"W4231201175","doi":"10.2523/73779-ms","title":"Predicting Brine Mixing Deep Within the Reservoir, and the Impact on Scale Control in Marginal and Deepwater Developments","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Nalcor Energy (Canada)","funders":"Heriot-Watt University","keywords":"Brine; Petroleum engineering; Geology; Scale (ratio); Mixing (physics); Environmental science; Geography","authors":[{"name":"E.J. Mackay","is_ca":false},{"name":"M.M. Jordan","is_ca":true},{"name":"F. Torabi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007580178767896086,"gpt":0.2169816925108891,"spread":0.209401513742993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004326754,0.0004457811,0.0004018446,0.0006242745,0.0003299938,0.001055408,0.0003557185,0.000549215,0.001678959],"category_scores_gemma":[0.002384519,0.0003431385,0.0005124762,0.0006147095,0.0002741889,0.0009226513,0.0006590597,0.0004702384,0.0003278727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006442392,"about_ca_system_score_gemma":0.0006290582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04331105,"about_ca_topic_score_gemma":0.05657515,"domain_scores_codex":[0.9998659,0.00002308309,0.000007876253,0.00003430675,0.00004177595,0.00002711735],"domain_scores_gemma":[0.9993567,0.000347585,0.00008531091,0.00003208496,0.00009193194,0.00008633859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003801734,0.0001615008,0.2533433,0.00007041488,0.00007547939,0.0001678879,0.00009335647,0.677899,0.00540161,0.0005292392,0.002286972,0.05959111],"study_design_scores_gemma":[0.0000197922,0.0001029999,0.09670352,0.00001607327,0.00003861729,0.00002011435,0.000152099,0.8984349,0.003109689,0.0005236624,0.0008537958,0.00002472197],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854937,0.0003437815,0.008808197,0.0003069158,0.00002611255,0.00002620108,0.001165107,0.0002841854,0.003545777],"genre_scores_gemma":[0.9965729,0.0001542099,0.001701439,0.00001062392,0.000008552698,0.000008481918,0.000543695,0.00002066106,0.0009794725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04331105,"threshold_uncertainty_score":0.08611792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4231916171","doi":"10.2523/73737-ms","title":"Quantitative Analysis of Mechanisms for Water-Related Sand Production","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Exhibition; Citation; Computer science; Library science; Information retrieval; Archaeology; Geography","authors":[{"name":"Guixin Han","is_ca":true},{"name":"M.B. Dusseault","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008103697310703232,"gpt":0.1993124356954869,"spread":0.1912087383847837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230981,0.0004872643,0.0004592091,0.001855868,0.0004054737,0.001094719,0.0008163436,0.000593021,0.003630403],"category_scores_gemma":[0.002933614,0.0004004095,0.000813603,0.0006942009,0.001085354,0.001390524,0.0006242397,0.0004864225,0.0002331205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002057459,"about_ca_system_score_gemma":0.000886926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937155,"about_ca_topic_score_gemma":0.001050937,"domain_scores_codex":[0.9994335,0.00008060627,0.00002292621,0.0001092237,0.0002584527,0.00009537932],"domain_scores_gemma":[0.9979778,0.001010944,0.0004260716,0.0001579476,0.0003256428,0.0001016501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000330342,0.000200562,0.01906782,0.001056256,0.000244801,0.0004936418,0.0002267674,0.502274,0.2144077,0.2175369,0.001843528,0.04231768],"study_design_scores_gemma":[0.00003532989,0.0001811392,0.02437871,0.00003736932,0.00007441798,0.0001637643,0.0002182561,0.8439035,0.06052572,0.06794028,0.002465448,0.00007608822],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6459312,0.003432916,0.3273231,0.0008869792,0.00008778984,0.000303826,0.001012266,0.000676357,0.02034554],"genre_scores_gemma":[0.9927247,0.0003145586,0.004871588,0.00001546949,0.00001042939,0.00007209033,0.0001514878,0.00001974094,0.001819947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003630403,"threshold_uncertainty_score":0.01492798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2365548425","doi":"10.2523/97832-ms","title":"Application and Study of Fine-Silty Sand Control Technique Using Fiber-Complex High-Pressure Pack in Sebei Gas Reservoir","year":2006,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Computer science","authors":[{"name":"Fujian Zhou","is_ca":true},{"name":"Yiping Zong","is_ca":true},{"name":"Yuzhang Liu","is_ca":true},{"name":"Xianyou Yang","is_ca":true},{"name":"Chunming Xiong","is_ca":true},{"name":"Shouliang Zhang","is_ca":true},{"name":"Lingyun Sun","is_ca":true},{"name":"Junchen Wang","is_ca":true},{"name":"Jiangtao Li","is_ca":true},{"name":"Zhiqiang Guang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005903760876652674,"gpt":0.2158225842208064,"spread":0.2099188233441538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003218554,0.0002938031,0.0004293046,0.000759958,0.0004675771,0.000448068,0.0004321659,0.0004749199,0.001312385],"category_scores_gemma":[0.0002399844,0.0001538464,0.000594892,0.0006894647,0.00029926,0.0006753397,0.0003574721,0.0003177553,0.0002265788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004907671,"about_ca_system_score_gemma":0.000482489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004566179,"about_ca_topic_score_gemma":0.007819062,"domain_scores_codex":[0.999603,0.00002231926,0.00002180128,0.00004632551,0.0002612749,0.00004530329],"domain_scores_gemma":[0.9998726,0.0000188082,0.00001966246,0.00001191965,0.00006292576,0.00001412031],"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":[0.0006173528,0.0003135504,0.01000932,0.001936572,0.0000799678,0.001260943,0.0005847276,0.006004302,0.8254247,0.001073704,0.00237172,0.1503231],"study_design_scores_gemma":[0.00007686204,0.002116212,0.03365267,0.0001071934,0.0002351761,0.0009226829,0.0009810674,0.03501254,0.8993888,0.000456247,0.02695734,0.00009327062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517567,0.009721563,0.02341189,0.0005315893,0.0002208997,0.000191675,0.0002096277,0.0003827846,0.0135732],"genre_scores_gemma":[0.9825916,0.002992117,0.008593543,0.00006339067,0.00002724712,0.00003418092,0.00007937031,0.00002688562,0.005591501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004566179,"threshold_uncertainty_score":0.009079218,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232032187","doi":"10.2523/73738-ms","title":"Coupled Reservoir-Geomechanics Model With Sand Erosion for Sand Rate and Enhanced Production Prediction","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Petro Geotech (Canada)","funders":"Towson University; Northwestern University","keywords":"Geomechanics; Citation; Erosion; Exhibition; Production rate; Overburden; Petroleum engineering; Computer science; Geology; Environmental science; Engineering; Mining engineering; Geotechnical engineering; Archaeology; Library science; Geography; Geomorphology; Process engineering","authors":[{"name":"Wang Yarlong","is_ca":true},{"name":"Xue Shifeng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007593932666315088,"gpt":0.1942582753752057,"spread":0.1866643427088906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003129447,0.000726901,0.001112162,0.000483825,0.0004730158,0.001296501,0.001437315,0.001293712,0.002910775],"category_scores_gemma":[0.001169899,0.0006898505,0.0009622167,0.0005329375,0.0005417102,0.00125708,0.001090585,0.0009836986,0.0004240458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009312375,"about_ca_system_score_gemma":0.001844542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02440342,"about_ca_topic_score_gemma":0.01334008,"domain_scores_codex":[0.9997929,0.00004163966,0.00001301102,0.00006016743,0.00006219741,0.00003010293],"domain_scores_gemma":[0.9996768,0.0001250668,0.00005964118,0.00002256916,0.00008389758,0.00003208392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002269153,0.00001849067,0.0005833724,0.00001652345,0.00001661473,0.00005304048,0.00001322253,0.9943329,0.0006521609,0.001863705,0.0002922055,0.002135077],"study_design_scores_gemma":[0.000003891777,0.000003712972,0.00008478988,8.810868e-7,0.000003361465,0.000002608501,0.000001677161,0.9994971,0.00005738615,0.000256917,0.00008534519,0.000002402986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1860986,0.0006349723,0.783482,0.001087681,0.0002173992,0.0001948208,0.001501255,0.001449629,0.0253337],"genre_scores_gemma":[0.9804341,0.0002557411,0.009532123,0.00004691427,0.00002335788,0.0001486425,0.0002808965,0.00007598449,0.009202261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02440342,"threshold_uncertainty_score":0.04852277,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240009466","doi":"10.2523/98200-ms","title":"New Method To Estimate Damaged Formation Permeability With Well Testing","year":2006,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","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 Waterloo","funders":"","keywords":"Exhibition; Citation; Computer science; Library science; Permeability (electromagnetism); Information retrieval; Operations research; Art history; Artificial intelligence; Chemistry; Art; Engineering","authors":[{"name":"Liangwen Zhang","is_ca":true},{"name":"Maurice B. Dusseault","is_ca":true},{"name":"Baoci Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005544505556898627,"gpt":0.2341190981654296,"spread":0.2285745926085309,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006136172,0.001245021,0.0008948871,0.002802973,0.0004533996,0.000995064,0.00130678,0.001192012,0.003201731],"category_scores_gemma":[0.002978098,0.0005085742,0.0008364469,0.001393572,0.0007452996,0.003035557,0.001082666,0.001052037,0.001507906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007215075,"about_ca_system_score_gemma":0.0005963552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003449013,"about_ca_topic_score_gemma":0.003391259,"domain_scores_codex":[0.9986029,0.0001977005,0.0000671002,0.0002916635,0.0007556206,0.00008498413],"domain_scores_gemma":[0.9987437,0.0003247559,0.0001428145,0.000179997,0.0005598862,0.00004878473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004821701,0.0001761957,0.01527324,0.0007119601,0.0001841251,0.0007678671,0.0004705095,0.09967941,0.2834706,0.01693421,0.005799259,0.5760504],"study_design_scores_gemma":[0.00002635131,0.0001926055,0.006922471,0.00004175397,0.00009698724,0.0007307849,0.0001954911,0.8592923,0.1144022,0.007635366,0.01031961,0.0001439241],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01731789,0.000459879,0.9773571,0.00009260439,0.00009330043,0.0000932226,0.0001984859,0.00117506,0.003212315],"genre_scores_gemma":[0.5469285,0.0009219933,0.4405224,0.0001600863,0.00009015192,0.0003003861,0.0006898924,0.0003331981,0.01005355],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003449013,"threshold_uncertainty_score":0.01071084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}