{"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":"b7e1555c7878","filters":{"venue":"Polish Maritime Research"}},"results":[{"id":"W4366775436","doi":"10.2478/pomr-2023-0012","title":"Dilatant-Fluid Torsional Vibration Damper for a Four-Stroke Diesel Engine Crankshaft","year":2023,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Dilatant; Damper; Crankshaft; Torsional vibration; Vibration; Mechanics; Drag; Materials science; Newtonian fluid; Silicone oil; Torsion (gastropod); Structural engineering; Physics; Engineering; Composite material; Acoustics; Thermodynamics","authors":[{"name":"S. V. Kozytskyi","is_ca":false},{"name":"Sergii Kiriian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09221979442704668,"gpt":0.340702443413334,"spread":0.2484826489862873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003547183,0.0005019849,0.0006553524,0.0005328369,0.0002187598,0.0003220531,0.0007349699,0.0003772312,0.001652607],"category_scores_gemma":[0.0006241912,0.000141759,0.0002517666,0.0002189676,0.0001806072,0.0002243002,0.0002385203,0.0002033405,0.000310546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002455764,"about_ca_system_score_gemma":0.0002071139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001125392,"about_ca_topic_score_gemma":0.001191232,"domain_scores_codex":[0.9998079,0.00003100824,0.00001320733,0.00003841809,0.00008804401,0.00002134409],"domain_scores_gemma":[0.999667,0.0001365601,0.00006193236,0.00002839681,0.00006990349,0.00003607986],"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":[0.001402796,0.0002307429,0.001980886,0.000826866,0.00004510702,0.0003964385,0.000246009,0.01457209,0.9311777,0.0002138433,0.000131471,0.04877606],"study_design_scores_gemma":[0.0002042562,0.007025648,0.01575463,0.00007659987,0.000217287,0.0003498762,0.0002388997,0.1736054,0.7949988,0.0001272209,0.007338152,0.0000632326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819403,0.0007948236,0.0161688,0.00003327122,0.00003320003,0.00004736529,0.00005204949,0.0001493206,0.0007807151],"genre_scores_gemma":[0.9932612,0.0001917618,0.004790685,0.000006356842,0.000004152519,0.00001484714,0.00003183469,0.00001077909,0.001688301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001652607,"threshold_uncertainty_score":0.00552851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034851616","doi":"","title":"A simulation model of plate cooler","year":2001,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Heat exchanger; Computer science; Simulation; Mechanical engineering; Engineering","authors":[{"name":"Andrzej Mielewczyk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1217900498290078,"gpt":0.3339373271284641,"spread":0.2121472772994563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001680106,0.0007860887,0.000589202,0.0003802793,0.0006114601,0.0009057779,0.001326911,0.001266885,0.009790077],"category_scores_gemma":[0.0003843064,0.0003903126,0.0006341236,0.0003875288,0.000540636,0.0008260368,0.0005300319,0.0006588447,0.001474806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005590852,"about_ca_system_score_gemma":0.001140242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164831,"about_ca_topic_score_gemma":0.003174766,"domain_scores_codex":[0.9998289,0.00003614922,0.00001074445,0.00004617105,0.00005934052,0.00001860488],"domain_scores_gemma":[0.9998587,0.00004278999,0.00001874784,0.00002209743,0.00004374069,0.00001389361],"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":[0.00004867579,0.00001798035,0.0002223595,0.00006278453,0.000009264429,0.00009316789,0.00004541944,0.9838869,0.004995591,0.007646684,0.0003397244,0.002631488],"study_design_scores_gemma":[0.00002685512,0.00004000944,0.0001712436,0.000007725665,0.00001011217,0.00004000734,0.00001018563,0.9932812,0.001508016,0.001411094,0.003484062,0.000009439414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1069559,0.001003171,0.8221602,0.0004526652,0.0001851519,0.0003252758,0.002134333,0.002729176,0.06405414],"genre_scores_gemma":[0.8949541,0.001046871,0.05721896,0.00008011833,0.00005647694,0.0008090267,0.001644366,0.0001940481,0.04399602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01164831,"threshold_uncertainty_score":0.03275102,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3097852433","doi":"10.2478/pomr-2020-0039","title":"Ultrasonic Detection of the Intravascular Free Gas Phase in Research on Diving","year":2020,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Cardiovascular and Diving-Related Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Decompression; Decompression sickness; Computer science; Medicine; Radiology; Biomedical engineering; Surgery","authors":[{"name":"Ryszard Kłos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1840772453116277,"gpt":0.4325011290915452,"spread":0.2484238837799175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191979,0.0005020495,0.0004796231,0.004369784,0.0003159377,0.001782115,0.0005705022,0.001114574,0.001562759],"category_scores_gemma":[0.005153679,0.0002357698,0.0003354868,0.002678334,0.001628965,0.0009532829,0.001392552,0.0006704744,0.0004810631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006837522,"about_ca_system_score_gemma":0.0008845343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263755,"about_ca_topic_score_gemma":0.0008153827,"domain_scores_codex":[0.9969701,0.001537125,0.0002271965,0.0003438115,0.0007953086,0.0001263667],"domain_scores_gemma":[0.9963076,0.002132313,0.0004974901,0.000242267,0.0006873233,0.0001330041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008498217,0.0001781726,0.07002456,0.004232903,0.0002382869,0.002977111,0.00537016,0.002091719,0.09713376,0.05372117,0.006512554,0.7566698],"study_design_scores_gemma":[0.0001400038,0.003753587,0.2987024,0.005609628,0.001245609,0.03936658,0.01130287,0.01209103,0.1371195,0.1067766,0.3833908,0.000501462],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2738787,0.2775506,0.382205,0.009131376,0.003267071,0.0005637335,0.001078977,0.0004729944,0.05185158],"genre_scores_gemma":[0.7660235,0.08516466,0.1271202,0.002149466,0.002182211,0.000367688,0.0004278553,0.000153785,0.01641069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004369784,"threshold_uncertainty_score":0.01688099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072761185","doi":"10.2478/v10012-007-0067-0","title":"A discrete model of the plate heat exchanger","year":2008,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Engineering Diagnostics and Reliability","field":"Engineering","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":"Heat exchanger; Correctness; Mechanical engineering; Plate heat exchanger; Mechanics; Computer science; Engineering; Physics; Algorithm","authors":[{"name":"Andrzej Mielewczyk","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05319625563822027,"gpt":0.2913274160318245,"spread":0.2381311603936043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002235414,0.0006829616,0.0006110266,0.0003876417,0.0004512696,0.001346933,0.001216362,0.001258232,0.007703502],"category_scores_gemma":[0.0004273399,0.0003727928,0.000593075,0.0004530097,0.001131903,0.001028368,0.0006615978,0.001464918,0.001306571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005761113,"about_ca_system_score_gemma":0.0008346078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004285114,"about_ca_topic_score_gemma":0.001491569,"domain_scores_codex":[0.9997565,0.00004564977,0.00001314723,0.00006300707,0.0001007147,0.00002095215],"domain_scores_gemma":[0.9998176,0.00006145016,0.00002246938,0.00003785296,0.00004009452,0.00002058228],"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":[0.00007228921,0.00005981743,0.0002993334,0.0001453649,0.00001482074,0.000188013,0.0001107313,0.8273312,0.01212106,0.1506511,0.001067641,0.007938539],"study_design_scores_gemma":[0.00002666689,0.00004613747,0.0001613669,0.000008524747,0.000008604669,0.00005352765,0.00001847835,0.9773985,0.001415893,0.01589316,0.004954652,0.00001440459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02394007,0.0006154128,0.9335253,0.0004301401,0.0001742076,0.00007183064,0.0007040656,0.0004791083,0.04005979],"genre_scores_gemma":[0.8668922,0.001029947,0.08158818,0.0001495419,0.0001323091,0.0003107866,0.0008057241,0.0001152385,0.04897609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007703502,"threshold_uncertainty_score":0.02577084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416457652","doi":"10.2478/pomr-2025-0049","title":"Predicting and Optimising Ship Fuel Consumption Using Data-Driven Models and a Proposed IGWO Algorithm for Speed Adjustment","year":2025,"lang":"en","type":"article","venue":"Polish Maritime Research","topic":"Maritime Transport Emissions and Efficiency","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 Calgary","funders":"","keywords":"Fuel efficiency; Energy consumption; Reduction (mathematics); Greenhouse gas; Container (type theory)","authors":[{"name":"Negar Azemati","is_ca":false},{"name":"Hamid Zeraatgar","is_ca":false},{"name":"Sara Zeraatgar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1534769394304133,"gpt":0.3896287354996837,"spread":0.2361517960692704,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000671979,0.0009420135,0.0008913854,0.0006478547,0.000307344,0.000778046,0.000967274,0.001213606,0.001069415],"category_scores_gemma":[0.001416385,0.000549679,0.0007459216,0.0005126208,0.0004746814,0.0007405074,0.0006955068,0.001019598,0.00027422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005032646,"about_ca_system_score_gemma":0.0009583858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092691,"about_ca_topic_score_gemma":0.009087124,"domain_scores_codex":[0.999816,0.00003724953,0.0000104225,0.00006070867,0.00003460818,0.00004117433],"domain_scores_gemma":[0.9997291,0.0001239312,0.00004120603,0.00002341789,0.00006384915,0.00001845577],"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":[0.00003635761,0.00003522933,0.000758577,0.00001468964,0.00002539512,0.00002023726,0.00001815283,0.9766228,0.001369032,0.0004350205,0.0001938974,0.02047061],"study_design_scores_gemma":[0.000002466671,0.000009434728,0.00009360605,0.000001308625,0.000001921199,0.00000161279,0.000001835474,0.999476,0.0002388045,0.0001279708,0.00004380417,0.000001243192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1417909,0.0002184048,0.8540776,0.0002372272,0.00005237792,0.00004955406,0.00007945897,0.0009399588,0.002554534],"genre_scores_gemma":[0.8814229,0.00006867036,0.1160401,0.00007645207,0.00001896902,0.00008957677,0.0001781933,0.00006447642,0.002040572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01092691,"threshold_uncertainty_score":0.02172661,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}