{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"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"},"query_hash":"ab15f9a643b6","filters":{"venue":"Proceedings of SimBuild"}},"results":[{"id":"W2779223620","doi":"","title":"SIMULATION AND MODEL CALIBRATION OF A LARGE-SCALE SOLAR SEASONAL STORAGE SYSTEM","year":2008,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Renewable energy; Environmental science; Thermal energy storage; Calibration; Subdivision; Solar energy; Meteorology; Photovoltaic system; Borehole; Engineering; Civil engineering; Geography; Electrical engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01466770672187781,"gpt":0.2291310009111048,"spread":0.214463294189227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001233928,0.0001061802,0.0002090618,0.00006134202,0.0000999052,0.00000960437,0.00008465261,0.00009087144,0.000007520334],"category_scores_gemma":[0.00001863033,0.0001021102,0.00004725927,0.0001454383,0.00004871355,0.0002366264,0.00003432271,0.00005592802,0.000001036668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002103099,"about_ca_system_score_gemma":0.00002033746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002009993,"about_ca_topic_score_gemma":0.000009942295,"domain_scores_codex":[0.9991668,0.000003498668,0.0002989151,0.0001851681,0.0002090538,0.000136599],"domain_scores_gemma":[0.9994062,0.00002462551,0.0002269677,0.00006715211,0.0002151192,0.00005999853],"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":[0.00002582031,0.00007478955,0.003377066,0.0003203678,0.00002010838,1.949975e-7,0.001046781,0.8883857,0.02633159,0.08025981,0.00005880063,0.00009898195],"study_design_scores_gemma":[0.0003141658,0.00002692326,0.001183493,0.00006483027,0.00001558652,0.000004657837,0.0003897505,0.9907244,0.006512376,0.000185955,0.0004830962,0.00009473684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885483,0.00008143747,0.007253245,0.00004302574,0.00001411357,0.0001357006,0.00002078482,0.00006446435,0.003838958],"genre_scores_gemma":[0.9977503,0.000005395651,0.001777044,0.00001593692,0.00005582639,0.00002566499,0.000006441425,0.000020382,0.0003430463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023387,"threshold_uncertainty_score":0.4163935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2746387342","doi":"","title":"MODELING ENERGY DEMAND FOR HEATING AT CITY SCALE","year":2010,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Heating system; Work (physics); Energy consumption; Scale (ratio); Energy demand; Quarter (Canadian coin); Energy (signal processing); Consumption (sociology); Computer science; Architectural engineering; Environmental economics; Engineering; Geography; Mechanical engineering; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.007328764203049188,"gpt":0.1956034224058357,"spread":0.1882746582027865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001194997,0.0001155934,0.0001447891,0.00006616403,0.0001001978,0.00002270752,0.0001257269,0.0001170389,0.00001372045],"category_scores_gemma":[0.00002395403,0.000121751,0.00005596941,0.0001079678,0.00001946765,0.0001833834,0.00003793768,0.00009790918,1.690228e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002027539,"about_ca_system_score_gemma":0.000004609606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002060767,"about_ca_topic_score_gemma":0.00003173771,"domain_scores_codex":[0.9993635,3.884462e-7,0.000198785,0.0001460458,0.00009834713,0.0001929603],"domain_scores_gemma":[0.9997177,0.0000170555,0.00003432916,0.00005339252,0.0001238197,0.00005375742],"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":[0.00002096515,0.00002065837,0.002205444,0.0001363451,0.00002240481,3.854205e-8,0.0001275054,0.8776349,0.1100341,0.007363717,0.0004257555,0.002008171],"study_design_scores_gemma":[0.0001774862,0.00001546824,0.0000213495,0.00002274075,0.00001202819,0.000002627396,0.00001664538,0.853448,0.1443123,0.00123225,0.0006161616,0.0001229415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562755,0.00006296267,0.03992926,0.00002430316,0.0001753404,0.00006269958,0.000003156592,0.0002071202,0.00325968],"genre_scores_gemma":[0.974112,0.0000254977,0.02549857,0.00002718181,0.0001337488,0.00003643814,0.000005572253,0.00003333665,0.000127613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03427817,"threshold_uncertainty_score":0.4964864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2742546497","doi":"","title":"METHODOLOGY FOR QUANTIFYING THE PERFORMANCE IMPLICATIONS OF INTELLIGENT SHADE CONTROL IN EXISTING BUILDINGS IN AN URBAN CONTEXT","year":2010,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Downtown; Architectural engineering; Context (archaeology); Window (computing); Control (management); Computer science; Energy (signal processing); Engineering; Artificial intelligence; Geography; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.07838041248227579,"gpt":0.31140790299027,"spread":0.2330274905079943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007937591,0.0001223098,0.0002530485,0.0001912763,0.00004728138,0.00001636809,0.0003088239,0.0001188524,0.000004437624],"category_scores_gemma":[0.0001809734,0.0001084662,0.00004343428,0.0003069504,0.00007136785,0.0002397977,0.000023517,0.0002679351,8.822085e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002424099,"about_ca_system_score_gemma":0.00001226436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000276371,"about_ca_topic_score_gemma":0.00009088118,"domain_scores_codex":[0.9990839,0.000005477663,0.0004525411,0.0001669687,0.00007058057,0.0002205048],"domain_scores_gemma":[0.9993348,0.0002451221,0.0001401392,0.00009759695,0.0001519965,0.00003033704],"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":[0.00009351024,0.00008928705,0.1970336,0.0004134081,0.00002951146,6.146774e-8,0.002647369,0.1223021,0.5303428,0.123096,0.00007214652,0.02388021],"study_design_scores_gemma":[0.001183717,0.0001860755,0.02505338,0.0002296406,0.00003711166,0.000007292643,0.001211144,0.6766892,0.2917155,0.002137258,0.001194509,0.000355117],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862335,0.000115457,0.01274794,0.0001178155,0.0001087218,0.000314014,0.000004627089,0.0000519613,0.0003060105],"genre_scores_gemma":[0.9792144,0.00003304697,0.02050214,0.0000462041,0.00004436799,0.0001259576,0.00000301561,0.00002510833,0.000005798655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5543871,"threshold_uncertainty_score":0.4423122,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2790970343","doi":"","title":"THERMAL AND MECHANICAL SYSTEMS DESCRIPTORS FOR SIMPLIFIED ENERGY USE EVALUATION OF CANADIAN HOUSES","year":2012,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Vintage; Archetype; Envelope (radar); Energy (signal processing); Software; Key (lock); Computer science; Field (mathematics); Architectural engineering; Industrial engineering; Engineering drawing; Engineering; Mathematics; Statistics; Geography; Programming language; Telecommunications; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.04493735314813451,"gpt":0.2176854990004667,"spread":0.1727481458523321,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003288199,0.00009162183,0.0001393404,0.0002180099,0.00003448301,0.00002159879,0.00006479581,0.00009923326,0.000003443388],"category_scores_gemma":[0.00007060192,0.00009115016,0.00002622521,0.0001677874,0.00001711826,0.0003542818,0.00001016024,0.00003427851,4.042636e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004647111,"about_ca_system_score_gemma":0.00001943377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003331468,"about_ca_topic_score_gemma":0.0003183346,"domain_scores_codex":[0.9993871,0.000003016425,0.0001851471,0.00007966498,0.0001518848,0.0001931268],"domain_scores_gemma":[0.9995388,0.00003119854,0.00005702356,0.00004041628,0.0002319844,0.0001005445],"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":[0.00006729781,0.00007239797,0.008589803,0.0006292004,0.0002415682,5.555093e-8,0.0006296548,0.6056877,0.129649,0.2447613,0.003082138,0.006589958],"study_design_scores_gemma":[0.0008174467,0.00009143813,0.001822215,0.0001403326,0.0002353496,0.000004044097,0.0002950738,0.8206347,0.1707,0.0003941698,0.004525229,0.0003400316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972241,0.0005163796,0.001256027,0.00001011534,0.0002198833,0.000162373,0.00001065012,0.00005590426,0.0005445826],"genre_scores_gemma":[0.9983158,0.00005353906,0.001451276,0.00001048008,0.00007298082,0.00005133067,0.000005334841,0.00002639075,0.00001284954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2443671,"threshold_uncertainty_score":0.5036205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2781949041","doi":"","title":"BUILDING ENVELOPE OPTIMAZATION METHOD AND APPLICATION TO THREE HOUSE TYPES IN A PROPOSED SOLAR DISTRICT ENERGY SYSTEM","year":2012,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Activity-based costing; Single-family detached home; Efficient energy use; Solar energy; Investment (military); Scale (ratio); Energy (signal processing); Cost effectiveness; Architectural engineering; Engineering; Environmental science; Computer science; Operations management; Electrical engineering; Business; Mathematics; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.005599626526244765,"gpt":0.2095139259152819,"spread":0.2039142993890371,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002801779,0.0001456879,0.0001904174,0.0002139377,0.00004297954,0.00003116864,0.0001187064,0.0001045559,0.000001085023],"category_scores_gemma":[0.00002602451,0.0001489119,0.00002084171,0.0004943503,0.00001216903,0.0003744256,0.00004746595,0.0000783033,6.351438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009599522,"about_ca_system_score_gemma":0.00000639734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004203284,"about_ca_topic_score_gemma":0.000004595624,"domain_scores_codex":[0.9992033,0.000003470937,0.0002551442,0.0001711756,0.0001356552,0.0002312106],"domain_scores_gemma":[0.9996828,0.00002282857,0.00006925845,0.00006633876,0.00007385637,0.00008494341],"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":[0.0000592393,0.00008646106,0.02292313,0.0008295427,0.00006222258,2.826819e-7,0.0006402443,0.6570599,0.1159526,0.1388173,0.0001382027,0.06343085],"study_design_scores_gemma":[0.0005075003,0.00006794244,0.008402987,0.0002805708,0.00005694144,0.00001559144,0.0001273842,0.7614164,0.226253,0.0006496518,0.001701315,0.0005207895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2753848,0.0002867564,0.7231255,0.00002506912,0.00006456034,0.0001993852,0.000001775564,0.0003324564,0.0005797255],"genre_scores_gemma":[0.8601806,0.00003064523,0.1396031,0.00001149064,0.00006267623,0.00006187005,0.000002502649,0.00004179707,0.00000527938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5847958,"threshold_uncertainty_score":0.607245,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2777897340","doi":"","title":"Fortran IV Program to Calculate Absorption and Transmission of Thermal Radiation by Single and Double -glazed Windows","year":2016,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","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":"National Research Council Canada","funders":"","keywords":"Window (computing); Molar absorptivity; Fortran; Radiation; Optics; Absorption (acoustics); Beam (structure); Materials science; Fraction (chemistry); Glazing; Physics; Chemistry; Composite material; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.006009066854561332,"gpt":0.1980557014653751,"spread":0.1920466346108138,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008036599,0.0001002153,0.0001352354,0.00007174115,0.00002584702,0.00001603044,0.00004656998,0.0000821378,0.000005977362],"category_scores_gemma":[0.000004116223,0.0000785239,0.00002140594,0.0001102119,0.0000286832,0.0002566726,0.0000100556,0.00003432259,1.088137e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001507989,"about_ca_system_score_gemma":0.000002763333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007291108,"about_ca_topic_score_gemma":4.486211e-7,"domain_scores_codex":[0.9994608,0.00000109525,0.0001848053,0.0001289111,0.00009980956,0.0001245826],"domain_scores_gemma":[0.9997931,0.000009316926,0.00004968584,0.00003176184,0.00005103182,0.00006507309],"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":[0.00009269252,0.00003817509,0.0010335,0.0001283778,0.00001725355,3.479101e-8,0.0001922844,0.003288059,0.7973341,0.0003151274,0.0001108863,0.1974495],"study_design_scores_gemma":[0.001911961,0.0003542494,0.002315211,0.0002639925,0.00003807723,0.00000289842,0.0000236777,0.02710551,0.9639268,0.0001771487,0.003649804,0.0002306548],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946379,0.0002697501,0.004143686,0.0001415406,0.00002377749,0.0002610537,0.000003145018,0.0001162299,0.0004029323],"genre_scores_gemma":[0.9970633,0.0001534699,0.002663825,0.000007234652,0.00001670136,0.00002469838,0.000002582567,0.00002041476,0.00004772233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1972188,"threshold_uncertainty_score":0.3202112,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2806720832","doi":"","title":"AN INTERACTIVE WORKBENCH FOR MONITORING , IDENTIFICATION AND CALIBRATION OF BUILDING ENERGY MODELS","year":2012,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Building Energy and Comfort Optimization","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":"Workbench; MATLAB; Computer science; Calibration; Identification (biology); Building energy simulation; Control engineering; Set (abstract data type); Systems engineering; Simulation; Software engineering; Efficient energy use; Engineering; Data mining; Operating system; Energy performance; Programming language; Visualization","retraction":null,"screen_n_in":null,"score":{"opus":0.0126241325597579,"gpt":0.2363813248638119,"spread":0.223757192304054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001362599,0.00009233042,0.0001245772,0.0001160032,0.00003735933,0.0000256767,0.00008104918,0.00007359331,0.000001073093],"category_scores_gemma":[0.00001405016,0.0001016632,0.00002498872,0.0001319797,0.00001831467,0.001621046,0.00001455474,0.0000443836,7.820202e-9],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002271623,"about_ca_system_score_gemma":0.000003095101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009381155,"about_ca_topic_score_gemma":2.473876e-7,"domain_scores_codex":[0.9994367,0.000001587242,0.0002330337,0.0001036892,0.00008904189,0.0001359613],"domain_scores_gemma":[0.9996444,0.00002680397,0.0001083139,0.00004710837,0.0001255095,0.00004789095],"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":[0.00004091821,0.00006350353,0.004572253,0.0002507724,0.00004987082,9.284478e-9,0.001117728,0.4371209,0.4774589,0.06938985,0.00005163042,0.009883639],"study_design_scores_gemma":[0.00008879462,0.00002205914,0.0002589124,0.00005857081,0.00001691492,6.629173e-7,0.0001509801,0.5293469,0.4677153,0.002244024,0.0000199625,0.00007692293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7097647,0.0003002984,0.2894478,0.000006470289,0.0001631837,0.00007364988,0.000002999182,0.00007759046,0.0001633086],"genre_scores_gemma":[0.9813911,0.00009435003,0.01829769,0.000002371022,0.0001343381,0.00003987411,0.000005745226,0.00002383887,0.00001063335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2716265,"threshold_uncertainty_score":0.4145703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2948622633","doi":"","title":"PERFORMANCE ANALYSIS FO A RESIDENTIAL GROUND SOURCE HEAT PUMP WITH ANTIFREEZE SOLUTION","year":2016,"lang":"en","type":"article","venue":"Proceedings of SimBuild","topic":"Geothermal Energy Systems and Applications","field":"Energy","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":"Antifreeze; Heat pump; Heat exchanger; Environmental science; Process engineering; Coefficient of performance; Thermodynamics; Chemistry; Nuclear engineering; Engineering; Mechanical engineering; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.008752416589523972,"gpt":0.2040193290282216,"spread":0.1952669124386977,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001757917,0.00016678,0.0002820009,0.0002122155,0.0001466359,0.00004379951,0.0002430596,0.00008646934,0.0001038028],"category_scores_gemma":[0.00001604577,0.0001093911,0.0001119386,0.0007179801,0.0001182877,0.0003788282,0.0000549012,0.00005917548,0.00002817421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004381162,"about_ca_system_score_gemma":0.00001716042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004843333,"about_ca_topic_score_gemma":0.0003695201,"domain_scores_codex":[0.9987398,0.000003854014,0.0003145289,0.0003355932,0.0003123798,0.0002938526],"domain_scores_gemma":[0.9992859,0.00002214597,0.0001770216,0.0001580232,0.0002750137,0.00008183609],"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":[0.0005355732,0.0003160192,0.1887916,0.0003412078,0.001698468,0.000001139175,0.0007466101,0.01310453,0.7314789,0.04637591,0.0009352646,0.01567486],"study_design_scores_gemma":[0.004863928,0.0009941087,0.4110955,0.001003083,0.002536188,0.0000719641,0.0009207022,0.04364497,0.4303001,0.0009915075,0.1016421,0.001935855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860247,0.00003340274,0.00100475,0.0004827722,0.00002230043,0.0001087687,0.000003830956,0.0001001737,0.01221931],"genre_scores_gemma":[0.9942763,0.00002924562,0.0003245814,0.00002583198,0.0001552602,0.00005615671,0.000003041159,0.00002820784,0.005101337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3011788,"threshold_uncertainty_score":0.7321703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}