{"meta":{"query_hash":"5fb917c5188d","filters":{"venue":"Recent advances in computational"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/5fb917c5188d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Recent+advances+in+computational"},"results":[{"id":"W1489171350","doi":"10.1142/8633","title":"Recent Progress in Orbital-free Density Functional Theory","year":2012,"lang":"en","type":"book","venue":"Recent advances in computational","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Orbital-free density functional theory; Density functional theory; Kinetic energy; Physics; Ab initio; Atomic orbital; Embedding; Quantum mechanics; Electron; Time-dependent density functional theory; Statistical physics","score_opus":0.013204492158012289,"score_gpt":0.27716900670872796,"score_spread":0.2639645145507157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1489171350","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035748642,0.1308829,0.008031417,0.0013637533,0.0027895411,0.0007189355,0.0005863297,0.0003527596,0.8516995],"genre_scores_gemma":[0.09983395,0.062324565,0.052490093,0.0027494226,0.015320608,0.002205603,0.051927548,0.0013030022,0.7118452],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99767333,0.000044782173,0.0006225714,0.0005931285,0.00063093205,0.00043523326],"domain_scores_gemma":[0.99836206,0.0006397897,0.000299364,0.0003315868,0.00023018148,0.00013702018],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000852192,0.00041336493,0.00044884198,0.000126081,0.00006532667,0.000023430403,0.0003378453,0.00028883005,0.0032519603],"category_scores_gemma":[0.00014079458,0.00042685537,0.00014419357,0.0001917869,0.00022536979,0.00032647653,0.00023831846,0.0011070784,0.00013023178],"study_design_candidate":"design_other","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":[0.0010799165,0.0022258747,0.0024313815,0.00060846534,0.00017108214,0.00013387605,0.000121193545,0.029490955,0.00012184586,0.12425244,0.013376867,0.8259861],"study_design_scores_gemma":[0.0006170728,0.000008968544,0.00021903777,0.00030876402,0.000017960154,0.000022326532,0.000009586577,0.00031341438,0.0002624013,0.43033957,0.56749666,0.00038422304],"about_ca_topic_score_codex":2.5158582e-7,"about_ca_topic_score_gemma":0.000013854927,"teacher_disagreement_score":0.8256019,"about_ca_system_score_codex":0.0009911648,"about_ca_system_score_gemma":0.00024841135,"threshold_uncertainty_score":0.9998183},"labels":[],"label_agreement":null},{"id":"W2256827850","doi":"10.1142/9789812778161_0025","title":"HYDROXYL RADICAL REACTIONS IN BIOLOGICAL MEDIA","year":2002,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Kungliga Tekniska Högskolan; University of Alberta","keywords":"Hydroxyl radical; Chemistry; Radical; Organic chemistry","score_opus":0.026823662995476644,"score_gpt":0.25024423493789943,"score_spread":0.2234205719424228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2256827850","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003964332,0.09735413,0.019982526,0.0012424517,0.0029456303,0.0012779665,0.00035412778,0.0038540317,0.8690248],"genre_scores_gemma":[0.23045132,0.6447064,0.107312225,0.00026404977,0.0013849506,0.00023039799,0.0024062295,0.0005321454,0.012712239],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984869,0.000008969844,0.00055822375,0.00037002613,0.00027669154,0.00029922085],"domain_scores_gemma":[0.9990597,0.000616904,0.0000784726,0.00015602037,0.000030962627,0.000057934623],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000037747377,0.00032259375,0.0004044192,0.00030392627,0.00002098674,0.00000851994,0.00023586796,0.00049077533,0.0005542489],"category_scores_gemma":[0.00015287877,0.000331339,0.00006632119,0.00013791968,0.00023606718,0.00014023692,0.000055243836,0.0009917753,0.000109642155],"study_design_candidate":"simulation_or_modeling","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":[0.000011569697,0.000039655482,0.00008024482,0.000046192858,0.000015131428,0.00007561591,0.000018930907,0.8084008,0.000090819754,0.06436653,0.0003279994,0.12652647],"study_design_scores_gemma":[0.00030872403,0.000013512281,0.00004811298,0.00018003993,0.0000028358943,0.000018708013,0.0000044985186,0.021261359,0.000115776915,0.36282694,0.6148478,0.00037168406],"about_ca_topic_score_codex":2.9551111e-7,"about_ca_topic_score_gemma":0.0000101818405,"teacher_disagreement_score":0.8563126,"about_ca_system_score_codex":0.0005356956,"about_ca_system_score_gemma":0.0000061012715,"threshold_uncertainty_score":0.9999139},"labels":[],"label_agreement":null},{"id":"W2482011369","doi":"10.1142/9789812775696_0006","title":"QUANTUM MONTE CARLO STUDY OF THE STATIC ELECTRICAL PROPERTIES OF <font>H</font> AND <font>He</font>","year":2002,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Monte Carlo method; Quantum Monte Carlo; Statistical physics; Quantum; Physics; Materials science; Quantum mechanics; Mathematics; Statistics","score_opus":0.21298785572785106,"score_gpt":0.3721925797908865,"score_spread":0.15920472406303543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2482011369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7457863,0.1268826,0.007338515,0.003958913,0.012820377,0.016950175,0.0004205523,0.00017629369,0.08566628],"genre_scores_gemma":[0.9734285,0.0013053457,0.0004949687,0.00006199332,0.00010676205,0.00004202415,0.000012886362,0.000034889228,0.024512617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99086565,0.00043590166,0.0019850412,0.0008897883,0.0055136825,0.00030994695],"domain_scores_gemma":[0.9950804,0.0011504969,0.001421398,0.0005725201,0.0016877275,0.00008741664],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003274099,0.0003897661,0.00085609563,0.0006002596,0.00018214877,0.00010858563,0.0008619117,0.0001456007,0.0003624875],"category_scores_gemma":[0.0016463558,0.00025348229,0.00016250147,0.0005388552,0.00037619664,0.0004052384,0.00019142452,0.0003802845,0.00001603612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012336597,0.0019634615,0.021017395,0.00023527007,0.0003982125,0.000012777509,0.01045518,0.49217936,0.00014502635,0.030300727,0.007609363,0.43444955],"study_design_scores_gemma":[0.0056426045,0.0015747128,0.01928727,0.0013238073,0.0003242479,0.000016892403,0.0022195934,0.6267085,0.00012938297,0.2565397,0.08495975,0.0012735253],"about_ca_topic_score_codex":0.00003466103,"about_ca_topic_score_gemma":0.00059582246,"teacher_disagreement_score":0.43317604,"about_ca_system_score_codex":0.0002150155,"about_ca_system_score_gemma":0.00029040163,"threshold_uncertainty_score":0.9999917},"labels":[],"label_agreement":null},{"id":"W2487139845","doi":"10.1142/9789814436731_0015","title":"Quantum Fluctuations, Dequantization, Information Theory and Kinetic-Energy Functionals","year":2013,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Kinetic energy; Quantum; Energy (signal processing); Statistical physics; Theoretical physics; Physics; Quantum mechanics","score_opus":0.008569213300239995,"score_gpt":0.24330009669941674,"score_spread":0.23473088339917675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487139845","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000012105437,0.0017821282,0.90639865,0.00013505346,0.00041791765,0.00017345414,0.00018120428,0.000019271858,0.09088021],"genre_scores_gemma":[0.49229336,0.04931982,0.15564112,0.0061021536,0.0075336755,0.0013020289,0.09289906,0.00075812836,0.19415066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988298,0.000032708154,0.0004713036,0.00021525867,0.0002980809,0.00015289283],"domain_scores_gemma":[0.9988228,0.00047830906,0.00024730174,0.000091985545,0.00029300508,0.000066576285],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012440009,0.00022116247,0.00022044426,0.000171333,0.0000913881,0.00007657955,0.000077688936,0.000074527015,0.0049759443],"category_scores_gemma":[0.000033474418,0.00022153642,0.000039404065,0.000055511893,0.000054998156,0.00046247055,0.000045857498,0.00014880243,0.00013749962],"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":[0.000014600521,0.0000120823315,0.00002377854,0.000012354101,0.000021292448,2.1206705e-7,0.00001319329,0.0075714057,2.0700229e-7,0.789959,0.0006252145,0.20174667],"study_design_scores_gemma":[0.00022762491,0.000018289313,0.000118170705,0.00005164519,0.000012688614,9.280628e-7,0.00001299942,0.05473029,8.078458e-7,0.67585313,0.26881278,0.00016066262],"about_ca_topic_score_codex":0.00000565536,"about_ca_topic_score_gemma":8.040247e-7,"teacher_disagreement_score":0.7507575,"about_ca_system_score_codex":0.00004598496,"about_ca_system_score_gemma":0.0000727581,"threshold_uncertainty_score":0.99593365},"labels":[],"label_agreement":null},{"id":"W2500230478","doi":"10.1142/9789812778161_0006","title":"CALCULATION OF VERTICAL IONIZATION POTENTIALS USING A DENSITY FUNCTIONAL TOTAL-ENERGY DIFFERENCE APPROACH","year":2002,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ionization; Energy density; Energy (signal processing); Atomic physics; Physics; Computational physics; Mathematics; Statistics; Engineering physics; Ion; Quantum mechanics","score_opus":0.03827627260018048,"score_gpt":0.25350350022390106,"score_spread":0.21522722762372057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2500230478","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016719267,0.0010482478,0.97124386,0.00008259131,0.00041291717,0.00015670818,0.00001880433,0.00003591023,0.010281719],"genre_scores_gemma":[0.96103925,0.0011772992,0.019675791,0.000034114357,0.00032487052,0.000007687548,0.00074480625,0.000046098565,0.016950086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817497,0.000056842273,0.00048532666,0.00040002092,0.00073558866,0.00014728119],"domain_scores_gemma":[0.9994939,0.000080499754,0.00018664681,0.000121711266,0.00006300962,0.000054214746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121593934,0.00019747893,0.00029539628,0.00011214173,0.000083731706,0.000017552222,0.00008772294,0.0001438965,0.0005302792],"category_scores_gemma":[0.000023304705,0.00020119909,0.000096504715,0.00012645358,0.00015110025,0.00016895389,0.000094279276,0.00013413078,0.000014713943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019137555,0.00009039952,0.0022983998,0.000022229637,0.000023563885,0.0000016785389,0.00003294525,0.9770028,0.00016539241,0.0079439925,0.000022612874,0.012376875],"study_design_scores_gemma":[0.00045702854,0.00003587741,0.016796285,0.00018114268,0.000106022526,0.000017455332,0.000006412591,0.9180036,0.00024058987,0.060475532,0.0031616904,0.0005183494],"about_ca_topic_score_codex":0.000033521777,"about_ca_topic_score_gemma":0.0000024810681,"teacher_disagreement_score":0.95156807,"about_ca_system_score_codex":0.00034849017,"about_ca_system_score_gemma":0.000017674354,"threshold_uncertainty_score":0.8204661},"labels":[],"label_agreement":null},{"id":"W2503358070","doi":"10.1142/9789814436731_0001","title":"From the Hohenberg-Kohn Theory to the Kohn-Sham Equations","year":2013,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Kohn–Sham equations; Mathematical physics; Physics; Density functional theory; Quantum mechanics","score_opus":0.014888180810632257,"score_gpt":0.27836941430582535,"score_spread":0.2634812334951931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503358070","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025508896,0.013406532,0.13970855,0.015116007,0.001313573,0.0007807675,0.0013260149,0.00018029544,0.82791317],"genre_scores_gemma":[0.09804763,0.010036021,0.037862703,0.019292736,0.016558155,0.0020047429,0.015380495,0.00074536836,0.80007213],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983093,0.000028649289,0.00044257144,0.0004842526,0.00049248105,0.00024274246],"domain_scores_gemma":[0.99555814,0.0035161795,0.00021864202,0.00042640365,0.00018873502,0.00009186883],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000046300956,0.0003389302,0.0002605919,0.000032174205,0.00019396617,0.000063079926,0.0005839715,0.00014251455,0.008779772],"category_scores_gemma":[0.00023091536,0.0002205892,0.0001763875,0.000081123384,0.00015369202,0.00015899767,0.00019534637,0.00079979416,0.0010881644],"study_design_candidate":"theoretical_or_conceptual","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":[0.00007359925,0.000119344,0.0000035824646,0.000024298111,0.00015509526,0.000005562293,0.00034230363,0.10654753,0.00025173812,0.5447959,0.010886067,0.33679497],"study_design_scores_gemma":[0.00009818299,0.000004757754,0.0000030575063,0.00013017307,0.000019311708,0.0000011482898,0.00004007398,0.001116559,0.00011283625,0.44243717,0.55586267,0.00017406192],"about_ca_topic_score_codex":0.0000074162253,"about_ca_topic_score_gemma":0.000031662523,"teacher_disagreement_score":0.5449766,"about_ca_system_score_codex":0.00018310094,"about_ca_system_score_gemma":0.000068293266,"threshold_uncertainty_score":0.9996896},"labels":[],"label_agreement":null},{"id":"W2503950399","doi":"10.1142/9789812778161_0023","title":"CHEMICAL SHIFTS AND COUPLING SHIFTS OF THE STRETCH VIBRATIONS OF <font>CO</font> ON <font>Cu</font>(100)","year":2002,"lang":"en","type":"book-chapter","venue":"Recent advances in computational","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Font; Art; Visual arts","score_opus":0.02811814291880939,"score_gpt":0.27682555122296776,"score_spread":0.24870740830415838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503950399","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7922696,0.018519899,0.0048613753,0.0055112666,0.004183675,0.005487266,0.004010448,0.00027339568,0.16488308],"genre_scores_gemma":[0.9884928,0.0033606715,0.0050959075,0.00018466283,0.00037272775,0.00008137309,0.00025458093,0.000078249526,0.0020790529],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99774873,0.000028624872,0.0008555178,0.00051007303,0.00062158896,0.0002354826],"domain_scores_gemma":[0.9984892,0.00031127658,0.0005928567,0.00033950072,0.00019626625,0.00007091174],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019986909,0.00031952828,0.00050179823,0.000101832346,0.00013327558,0.00005068362,0.0004105799,0.00019130584,0.0015327471],"category_scores_gemma":[0.00006059265,0.00025393482,0.00009348407,0.000086363776,0.0004027429,0.00019519952,0.00015877381,0.00024250479,0.00002796247],"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":[0.00057227304,0.00084673404,0.00048114767,0.0011625341,0.00010873717,0.000006602965,0.001120493,0.23601687,0.05040072,0.6700851,0.0015948466,0.037603956],"study_design_scores_gemma":[0.0051006237,0.00074499217,0.0034763727,0.006563378,0.00028045342,0.000030886164,0.0002225916,0.15499839,0.080985606,0.42837143,0.3158586,0.0033666804],"about_ca_topic_score_codex":0.000013583992,"about_ca_topic_score_gemma":0.00002750532,"teacher_disagreement_score":0.31426376,"about_ca_system_score_codex":0.00010715078,"about_ca_system_score_gemma":0.000104011066,"threshold_uncertainty_score":0.9999913},"labels":[],"label_agreement":null}]}