{"meta":{"query_hash":"f39af9c78f15","filters":{"venue":"Proceedings of the Institution of Civil Engineers - Water and Maritime Engineering"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/f39af9c78f15","api":"https://metacan.xera.ac/api/v1/cohort?venue=Proceedings+of+the+Institution+of+Civil+Engineers+-+Water+and+Maritime+Engineering"},"results":[{"id":"W2124669971","doi":"10.1680/wame.2003.156.1.97","title":"A note on uniform open channel flow in circular pipes","year":2003,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Water and Maritime Engineering","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":0,"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 Alberta","funders":"","keywords":"Dimensionless quantity; Open-channel flow; Mechanics; Flow (mathematics); Channel (broadcasting); Physics; Pipe flow; Geometry; Mathematics; Engineering; Electrical engineering; Turbulence","score_opus":0.005271351315230461,"score_gpt":0.1806843175733584,"score_spread":0.17541296625812794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124669971","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15151258,0.04091937,0.7305624,0.0018499927,0.0020500256,0.000058513295,0.00023344417,0.0005320839,0.072281666],"genre_scores_gemma":[0.917811,0.016554615,0.043562803,0.0009482632,0.001820688,0.000045315017,0.00011266732,0.00021925256,0.01892531],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997483,0.000053930104,0.0000135993405,0.000049800095,0.000098832206,0.00003553667],"domain_scores_gemma":[0.9995326,0.00021927862,0.00005231806,0.000046720335,0.0001188332,0.000030386895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005574025,0.00026672188,0.00040068978,0.0005149843,0.00044680556,0.0005990954,0.00044459157,0.00038727137,0.0015236398],"category_scores_gemma":[0.0015972941,0.00017933566,0.00039767113,0.0005447203,0.0011792656,0.0012170144,0.0008293628,0.00065798435,0.0002748105],"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":[0.00045448716,0.000085124695,0.003259541,0.0008792593,0.000043891458,0.0019456221,0.00068649475,0.0993462,0.056214094,0.66032696,0.012883359,0.16387504],"study_design_scores_gemma":[0.00003996344,0.0010248815,0.018716307,0.0005709478,0.000107891516,0.0015560654,0.00036637753,0.353882,0.03327767,0.39772093,0.19254456,0.0001924],"about_ca_topic_score_codex":0.0017905291,"about_ca_topic_score_gemma":0.0009761736,"teacher_disagreement_score":0.0017905291,"about_ca_system_score_codex":0.000362522,"about_ca_system_score_gemma":0.00031950622,"threshold_uncertainty_score":0.005097091},"labels":[],"label_agreement":null},{"id":"W2134435436","doi":"10.1680/wame.2002.154.1.29","title":"Human health risk-based design of ocean outfalls","year":2002,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Water and Maritime Engineering","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Outfall; Risk assessment; Public health; Risk analysis (engineering); Environmental science; Environmental health; Environmental engineering; Medicine; Computer science","score_opus":0.010587259699582342,"score_gpt":0.1764429440039646,"score_spread":0.16585568430438224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134435436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09026232,0.0003313446,0.899071,0.00040497503,0.000060313912,0.0005782033,0.00013543545,0.00053730997,0.008619173],"genre_scores_gemma":[0.87195057,0.00043229538,0.11882161,0.00012585553,0.000020654265,0.0005276254,0.00018430236,0.00009876084,0.007838336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982151,0.00075029366,0.000093974864,0.00019579544,0.0005488622,0.00019604918],"domain_scores_gemma":[0.9985703,0.00046227584,0.00028506987,0.00014931729,0.00043236683,0.00010057956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001765772,0.001103897,0.0006650178,0.0005102331,0.0005498721,0.0011444924,0.0014147601,0.0011977546,0.0028059953],"category_scores_gemma":[0.003060951,0.0005150734,0.0006001536,0.0002569937,0.0006509105,0.0009448068,0.0018475545,0.0005644046,0.0003739981],"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":[0.00025078366,0.00012606828,0.0034511443,0.00034909797,0.000045415796,0.0004311331,0.0002202231,0.9015695,0.025248403,0.009221524,0.00082052744,0.05826618],"study_design_scores_gemma":[0.00014923132,0.0018971964,0.004112438,0.00014877348,0.00012799598,0.0003075332,0.0006894624,0.9135737,0.03472483,0.02589541,0.01830268,0.00007077548],"about_ca_topic_score_codex":0.0026136828,"about_ca_topic_score_gemma":0.002998135,"teacher_disagreement_score":0.0028059953,"about_ca_system_score_codex":0.0011370297,"about_ca_system_score_gemma":0.0020585721,"threshold_uncertainty_score":0.009387016},"labels":[],"label_agreement":null},{"id":"W2166466639","doi":"10.1680/wame.2001.148.4.211","title":"Jacob Leupold's analysis of the overshot water-wheel","year":2001,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Water and Maritime Engineering","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":0,"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 Toronto","funders":"","keywords":"Encyclopedia; Context (archaeology); Simple (philosophy); Art history; Art; Sociology; Aesthetics; Philosophy; Epistemology; History; Linguistics; Archaeology","score_opus":0.011601265222268835,"score_gpt":0.1698131578503794,"score_spread":0.15821189262811056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166466639","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029689321,0.0065943776,0.04405209,0.0076035582,0.0003815021,0.000034091554,0.00011040219,0.00006690173,0.9114678],"genre_scores_gemma":[0.7191473,0.0048344173,0.010081899,0.0014380332,0.00017211003,0.000052780833,0.00010375342,0.00011809189,0.2640516],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996159,0.00008667568,0.000009437821,0.00005823216,0.00013301385,0.00009670404],"domain_scores_gemma":[0.9998714,0.000039976483,0.000010885212,0.000013001506,0.000044101136,0.000020676529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038082965,0.00035030214,0.00026738414,0.0011400611,0.002798315,0.0022275099,0.0007086152,0.0012855056,0.011990878],"category_scores_gemma":[0.0007591278,0.00021557625,0.0004009492,0.0010418057,0.004631542,0.002630773,0.0017309552,0.0012797371,0.0008867486],"study_design_candidate":"not_applicable","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":[0.000002410275,0.0000019549518,0.00003009784,0.0000052829223,8.065838e-7,0.000026441934,0.00033520165,0.00025063136,0.000024783913,0.996136,0.0017883762,0.0013979835],"study_design_scores_gemma":[0.0000034842706,0.000008675538,0.00032403902,0.00004809025,0.0000037297689,0.00008593691,0.00077740225,0.0015888562,0.0002325731,0.7855691,0.21134767,0.000010527016],"about_ca_topic_score_codex":0.022323735,"about_ca_topic_score_gemma":0.021104736,"teacher_disagreement_score":0.022323735,"about_ca_system_score_codex":0.0048683872,"about_ca_system_score_gemma":0.0015868457,"threshold_uncertainty_score":0.04438758},"labels":[],"label_agreement":null}]}