{"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":"048080f3f530","filters":{"venue":"Shuiwen dizhi gongcheng dizhi"}},"results":[{"id":"W2359764674","doi":"","title":"A study of contaminant remediation guidelines for soil and groundwater near an insecticide factory","year":2011,"lang":"en","type":"article","venue":"Shuiwen dizhi gongcheng dizhi","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Environmental remediation; Groundwater; Environmental science; Environmental engineering; Water resource management; Engineering; Geotechnical engineering; Contamination","authors":[{"name":"Junfeng Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09789712846019634,"gpt":0.2955138987866345,"spread":0.1976167703264382,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000804097,0.0002617707,0.0002741652,0.0007748267,0.0005494719,0.000627085,0.0005028462,0.0005212183,0.0003890364],"category_scores_gemma":[0.002509317,0.000196405,0.0003335515,0.0009475613,0.0002711869,0.0004712916,0.0002415688,0.0003669579,0.00005507641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00556478,"about_ca_system_score_gemma":0.005090253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.513979,"about_ca_topic_score_gemma":0.5163268,"domain_scores_codex":[0.999387,0.0001395559,0.00003183886,0.00007708035,0.0002624405,0.0001020389],"domain_scores_gemma":[0.9988306,0.0003981881,0.0001033096,0.00004726968,0.00056115,0.00005935464],"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":[0.0005302989,0.0008662083,0.2037975,0.0003453699,0.000108985,0.0008591191,0.0009698935,0.695036,0.03263297,0.005353261,0.00234411,0.05715631],"study_design_scores_gemma":[0.0001357963,0.001568383,0.2519979,0.00002999225,0.000135635,0.000111907,0.003867725,0.713809,0.02292229,0.00139579,0.003916667,0.0001087604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947596,0.00004674738,0.002909396,0.00005055909,0.0000030911,0.00007487064,0.0002415421,0.00003350601,0.001880802],"genre_scores_gemma":[0.9960901,0.00006893768,0.002971893,0.00001244871,7.160738e-7,0.00002708705,0.0002492557,0.000004033387,0.0005755716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.513979,"threshold_uncertainty_score":0.9777666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2372063004","doi":"","title":"Effect of hydrogeological condition due to geothermal development in the Yanqing District of Beijing","year":2007,"lang":"en","type":"article","venue":"Shuiwen dizhi gongcheng dizhi","topic":"Geomechanics and Mining Engineering","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":"CAE (Canada)","funders":"","keywords":"Geothermal gradient; Beijing; Hydrogeology; Structural basin; Geology; Subsidence; Mining engineering; Geothermal energy; Geothermal exploration; Geothermal heating; Environmental science; Earth science; China; Geography; Geomorphology; Geotechnical engineering; Archaeology; Paleontology","authors":[{"name":"Bo Ke","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004912090558776534,"gpt":0.2149363469521202,"spread":0.2100242563933437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001926288,0.0001429872,0.0002500689,0.0004383027,0.0004553687,0.0005867788,0.000280134,0.0002046881,0.001887004],"category_scores_gemma":[0.0006754018,0.0001417417,0.0002323975,0.000690406,0.0006581546,0.0002828694,0.0005641747,0.0001831359,0.0001422568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195928,"about_ca_system_score_gemma":0.0006894778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04916961,"about_ca_topic_score_gemma":0.09228125,"domain_scores_codex":[0.9997209,0.00006887729,0.00001700291,0.00005598487,0.00004682907,0.00009032706],"domain_scores_gemma":[0.9995683,0.00005532535,0.00009165923,0.00003429926,0.00006499992,0.0001854835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004707254,0.00009053178,0.9836632,0.00002634437,0.0001099466,0.001039504,0.001150192,0.001590864,0.005418822,0.0001871076,0.0003556646,0.005897137],"study_design_scores_gemma":[0.000002759029,0.00002286433,0.9991141,9.095481e-7,0.00000560502,0.00002926353,0.0004494776,0.0001937066,0.00008249292,0.00001672957,0.00007983678,0.000002199857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996439,0.00001287056,0.00001370215,0.00001478912,0.00000142721,0.000001676579,0.00005020622,0.00000189569,0.0002595355],"genre_scores_gemma":[0.9997858,0.000008509182,0.000005861201,0.000002684403,9.53721e-7,0.000001472581,0.00005779201,4.995366e-7,0.000136505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04916961,"threshold_uncertainty_score":0.09776682,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2368578541","doi":"","title":"Feasibility of rapid treatment of BTEX in groundwater by Fenton’s reagent","year":2010,"lang":"en","type":"article","venue":"Shuiwen dizhi gongcheng dizhi","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"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":"BTEX; Reagent; Benzene; Chemistry; Toluene; Oxidizing agent; Environmental chemistry; Molar ratio; Fenton's reagent; Groundwater; Inorganic chemistry; Xylene; Nuclear chemistry; Organic chemistry; Hydrogen peroxide; Fenton reaction; Catalysis; Geology","authors":[{"name":"Chao Xu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02628415754083915,"gpt":0.2773766673586958,"spread":0.2510925098178567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004105031,0.0004175476,0.0002467922,0.0002211613,0.0001899507,0.0003008454,0.0002688666,0.0006021635,0.0006869],"category_scores_gemma":[0.0003075398,0.0002371943,0.0002994764,0.0001641419,0.0002535661,0.0004562502,0.0002509981,0.0003491605,0.0002412724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002706605,"about_ca_system_score_gemma":0.000278842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001691608,"about_ca_topic_score_gemma":0.002091492,"domain_scores_codex":[0.9996903,0.0000544133,0.0000147858,0.00005251423,0.000134562,0.00005344672],"domain_scores_gemma":[0.9999264,0.00001769447,0.0000138667,0.00000538632,0.00002753636,0.000009139817],"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":[0.00007715744,0.00001367699,0.0002734079,0.00006834076,0.000003283708,0.00004828136,0.00001897211,0.0001236775,0.9957663,0.00006576542,0.00004946102,0.003491655],"study_design_scores_gemma":[0.00002157453,0.0004939329,0.001645474,0.000006226172,0.00001657767,0.0001431713,0.00004901066,0.001781353,0.9940656,0.00008714967,0.001679141,0.00001071823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727978,0.003510561,0.02075447,0.000457419,0.00007565195,0.00007122204,0.0001528794,0.000156965,0.002023125],"genre_scores_gemma":[0.9872979,0.001305726,0.009481918,0.00006076957,0.00001321515,0.00002859941,0.0001449548,0.00001184603,0.001655101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001691608,"threshold_uncertainty_score":0.00336349,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2370286448","doi":"","title":"Analysis of numerical simulation methods for excavation failure zone of deep underground opening in hard rocks with high geostress","year":2012,"lang":"en","type":"article","venue":"Shuiwen dizhi gongcheng dizhi","topic":"Rock Mechanics and Modeling","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":"Excavation; Geotechnical engineering; Constitutive equation; Geology; Brittleness; Cohesion (chemistry); Stress field; Stress (linguistics); Stress path; Failure mode and effects analysis; Mining engineering; Engineering; Structural engineering; Finite element method; Materials science; Petrology","authors":[{"name":"Cheng Wu","is_ca":false},{"name":"Ping Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02216046184248621,"gpt":0.3005355441532012,"spread":0.278375082310715,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008302765,0.0007206697,0.0006741988,0.001113829,0.0008719508,0.0008556528,0.0009034997,0.001094171,0.002449962],"category_scores_gemma":[0.001637421,0.0004606735,0.001034934,0.0006991256,0.0005461255,0.0006976962,0.0006412703,0.0006005158,0.0003201191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000734724,"about_ca_system_score_gemma":0.001022259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01522223,"about_ca_topic_score_gemma":0.007662346,"domain_scores_codex":[0.9996806,0.00008496129,0.00002319722,0.00004156302,0.0001251833,0.00004449817],"domain_scores_gemma":[0.9991871,0.0003776311,0.0000873126,0.00005749087,0.0002408866,0.00004969369],"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":[0.00006437668,0.00005381546,0.005282176,0.0001203594,0.00003117465,0.0001368003,0.0001745411,0.9707584,0.003996608,0.00400124,0.0004719532,0.01490856],"study_design_scores_gemma":[0.000003800887,0.00000739832,0.0001956169,0.000004837461,0.000003027195,0.00000984109,0.00001483301,0.998944,0.0003206005,0.0002865139,0.0002058992,0.000003669245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2646744,0.001289148,0.7159044,0.0004557789,0.0001797653,0.000183304,0.0002862386,0.001172147,0.01585481],"genre_scores_gemma":[0.912744,0.0006236366,0.08241411,0.00004937181,0.00002911501,0.0002088905,0.0002100331,0.000166244,0.003554574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01522223,"threshold_uncertainty_score":0.03026724,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}