{"meta":{"query_hash":"5aa950a35675","filters":{"venue":"The Ergonomics Open Journal"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/5aa950a35675","api":"https://metacan.xera.ac/api/v1/cohort?venue=The+Ergonomics+Open+Journal"},"results":[{"id":"W1998238522","doi":"10.2174/1875934300902010080","title":"Impact of Spatial Visualization Aptitude on WWW Navigation","year":2009,"lang":"en","type":"article","venue":"The Ergonomics Open Journal","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"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; Dalhousie University","keywords":"Visualization; Aptitude; Computer science; Computer graphics (images); Artificial intelligence; Mathematics; Statistics","score_opus":0.019303165737437098,"score_gpt":0.312047470797693,"score_spread":0.2927443050602559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998238522","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":[0.9731,0.000019676429,0.02306763,0.00006459853,0.00027254154,0.00019628645,0.0000074571326,0.000025558542,0.0032462254],"genre_scores_gemma":[0.9994393,0.000055513774,0.00015624368,0.00005493912,0.00022662253,0.0000017476301,0.000031919964,0.000012421463,0.000021314589],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943495,0.00004146931,0.0002617164,0.000058213,0.00010029408,0.000103341],"domain_scores_gemma":[0.9996204,0.000025742664,0.00011962543,0.0001103117,0.00007170415,0.000052215782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030497267,0.00009087197,0.00011461548,0.000057315996,0.00010389036,0.00013471268,0.0002521454,0.00004054045,0.00017248861],"category_scores_gemma":[0.000019903453,0.00006680517,0.00007248888,0.00008983118,0.000013251604,0.0002535365,0.00001352467,0.0001680879,0.00005861667],"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":[0.0012892404,0.0002449926,0.0014716367,0.000012241935,0.00023524073,0.0000055350656,0.0011231408,0.74765694,0.035003427,0.0060271122,0.0042042932,0.20272622],"study_design_scores_gemma":[0.004233515,0.0024177677,0.4565213,0.00042546328,0.00011548525,0.0001843934,0.00013359524,0.48164642,0.03813666,0.014462101,0.0010351255,0.00068815576],"about_ca_topic_score_codex":0.00004043902,"about_ca_topic_score_gemma":0.0000069501684,"teacher_disagreement_score":0.4550497,"about_ca_system_score_codex":0.00013440209,"about_ca_system_score_gemma":0.000037893795,"threshold_uncertainty_score":0.2724236},"labels":[],"label_agreement":null},{"id":"W2062337191","doi":"10.2174/1875934300801010054","title":"Role of Visual Cues from the Environment in Driving an Agricultural Vehicle","year":2008,"lang":"en","type":"article","venue":"The Ergonomics Open Journal","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Sensory cue; Agriculture; Computer science; Computer graphics (images); Computer vision; Human–computer interaction; Artificial intelligence; Geography","score_opus":0.010244615215749186,"score_gpt":0.2089073581892259,"score_spread":0.19866274297347672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062337191","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":[0.9991682,0.00021955773,0.00007070248,0.00008352383,0.00013519208,0.00010819913,0.000005735168,0.000008627888,0.0002002702],"genre_scores_gemma":[0.9989208,0.00064340676,0.00022559008,0.000024451034,0.00014813467,0.000004226531,0.000004122527,0.000017942684,0.000011355089],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993289,0.000058891477,0.00026434287,0.00008291411,0.00009119594,0.00017376142],"domain_scores_gemma":[0.9996203,0.00006061537,0.00007376684,0.00017989318,0.000009522914,0.00005587241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032111368,0.00010310218,0.00014490084,0.000017056895,0.00016883166,0.00008681744,0.0007521506,0.00003931753,0.00003097636],"category_scores_gemma":[0.0000067307865,0.00006066404,0.000046457182,0.00004756096,0.000030358953,0.00024939716,0.00015713464,0.00031694944,0.000010535396],"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":[0.00017377426,0.00040136822,0.08214478,0.0000050017943,0.00034862844,0.000024004845,0.020342894,0.61116165,0.16856714,0.00216926,0.000414297,0.11424719],"study_design_scores_gemma":[0.0004435907,0.000056982823,0.42871824,0.00002133212,0.000012312527,0.000043136097,0.0027054923,0.5643071,0.0021435318,0.0011705647,0.0002299324,0.0001477856],"about_ca_topic_score_codex":0.00015971209,"about_ca_topic_score_gemma":0.00019787371,"teacher_disagreement_score":0.34657344,"about_ca_system_score_codex":0.00009218953,"about_ca_system_score_gemma":0.000018414274,"threshold_uncertainty_score":0.24738078},"labels":[],"label_agreement":null},{"id":"W2064813878","doi":"10.2174/1875934300801010001","title":"Gender Responses to Automobile and Office Sitting - Influence of Hip, Hamstring, and Low-Back Flexibility on Seated Postures","year":2008,"lang":"en","type":"article","venue":"The Ergonomics Open Journal","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"AUTO21 Network of Centres of Excellence; Government of Canada","keywords":"Flexibility (engineering); Hamstring; Sitting; Physical medicine and rehabilitation; Physical therapy; Engineering; Medicine; Mathematics","score_opus":0.03506872218551224,"score_gpt":0.3183828989333885,"score_spread":0.2833141767478763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064813878","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":[0.99804115,0.00014770016,0.000011930715,0.0007060454,0.000046097484,0.00058338104,0.0000047945564,0.0000075139315,0.00045135577],"genre_scores_gemma":[0.99784076,0.00010851376,0.0011276533,0.0005199268,0.000059323625,0.0000050143913,0.0000013261239,0.000011467589,0.00032602725],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998979,0.00021598353,0.00034666268,0.00018534777,0.000122066944,0.00015099555],"domain_scores_gemma":[0.9989033,0.00041228932,0.00015085655,0.00024464173,0.0001221057,0.00016684359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014063212,0.00011283554,0.00024102053,0.00007666871,0.0002472236,0.000047620106,0.00016386087,0.000052246898,0.00003862378],"category_scores_gemma":[0.00069498894,0.000072520954,0.000044005115,0.000095762625,0.00019042158,0.00013028564,0.00013917784,0.00027567576,0.000008884151],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.05224616,0.0012582998,0.59988165,0.0015710064,0.00073418644,0.00006845897,0.042005945,0.02331128,0.25165093,0.0009129292,0.0045396574,0.021819532],"study_design_scores_gemma":[0.0010233393,0.00066809065,0.9945629,0.0002115477,0.000018750554,0.00018455174,0.00055181386,0.00026951818,0.0020594276,0.0001258173,0.00023239155,0.0000918229],"about_ca_topic_score_codex":0.000065631975,"about_ca_topic_score_gemma":0.0000043210866,"teacher_disagreement_score":0.3946813,"about_ca_system_score_codex":0.00005885108,"about_ca_system_score_gemma":0.00017714799,"threshold_uncertainty_score":0.29573187},"labels":[],"label_agreement":null},{"id":"W2127447699","doi":"10.2174/1875934300902010017","title":"Decrements Encountered when Wearing Hazardous Materials Gloves","year":2009,"lang":"en","type":"article","venue":"The Ergonomics Open Journal","topic":"Occupational Health and Safety Research","field":"Health Professions","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; The Wilson Centre","funders":"","keywords":"Hazardous waste; Forensic engineering; Engineering; Waste management","score_opus":0.1295231611692859,"score_gpt":0.4792408808323021,"score_spread":0.34971771966301624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127447699","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":[0.9294983,0.00020069972,0.0004801763,0.018770104,0.0024755932,0.0018356626,0.000041215102,0.000024565203,0.04667368],"genre_scores_gemma":[0.98265606,0.0005963328,0.0029047458,0.0061523924,0.0014762161,0.00004545694,0.000017112377,0.000026190393,0.006125501],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9972781,0.0007443053,0.0008068977,0.000174841,0.00028425673,0.00071160035],"domain_scores_gemma":[0.9984015,0.00036471203,0.00038137037,0.00034647027,0.00019034406,0.0003155833],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0044237073,0.00013847418,0.00029243188,0.00007698395,0.0022871192,0.00025372484,0.0013250562,0.00010133777,0.0032336598],"category_scores_gemma":[0.00024007937,0.00009284071,0.00004983011,0.00007140335,0.00003717868,0.00043489516,0.00035108728,0.00083783123,0.0013368843],"study_design_candidate":"observational","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":[0.03394836,0.00084550865,0.06703503,0.00027815843,0.0005406827,0.000119911245,0.021181818,0.00042682784,0.020898376,0.04340592,0.50413465,0.30718476],"study_design_scores_gemma":[0.00724405,0.00090640225,0.70100784,0.00085770444,0.000050812756,0.00014327592,0.0029894733,0.00043262987,0.00092557963,0.07546882,0.20933238,0.00064104714],"about_ca_topic_score_codex":0.00022461326,"about_ca_topic_score_gemma":0.0000710546,"teacher_disagreement_score":0.63397276,"about_ca_system_score_codex":0.0004017653,"about_ca_system_score_gemma":0.0011447776,"threshold_uncertainty_score":0.99944067},"labels":[],"label_agreement":null},{"id":"W2162547186","doi":"10.2174/1875934301104010131","title":"Human Factors Experiences in Context - Comparing Four Industrial Cases Using a Soft Systems Framework","year":2011,"lang":"en","type":"article","venue":"The Ergonomics Open Journal","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Stiftelsen Lars Hiertas Minne","keywords":"Context (archaeology); Computer science; Systems engineering; Engineering; Geography","score_opus":0.26377266954819295,"score_gpt":0.2958097621365037,"score_spread":0.03203709258831072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162547186","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":[0.9958307,0.00022005726,0.0004417915,0.0000039796155,0.002245355,0.0002784,0.000004435718,0.000030543488,0.00094474683],"genre_scores_gemma":[0.9992475,0.000017049751,0.00018640616,0.000017416238,0.00044603596,0.000012681021,0.0000010750563,0.000048095037,0.000023766659],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9985926,0.00008908082,0.00064307277,0.00017152165,0.000092973634,0.00041073718],"domain_scores_gemma":[0.99918437,0.00014971445,0.00021001374,0.00027844904,0.000024337405,0.00015314273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006114086,0.0002512928,0.00044306784,0.0001519637,0.0004672604,0.00080437196,0.0011913768,0.00014041804,0.0001710517],"category_scores_gemma":[0.000049666098,0.00019703261,0.00008881118,0.00009410999,0.00009195946,0.00052681484,0.00020741731,0.00087901275,0.000009074168],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069291843,0.00028852007,0.30124432,0.000060356295,0.0010070986,0.0003379137,0.33362994,0.32675624,0.00065252424,0.030366909,0.002617213,0.0023460705],"study_design_scores_gemma":[0.009735063,0.000992308,0.08994873,0.0032046854,0.00036668204,0.002360465,0.64891726,0.21759427,0.0033317234,0.008858517,0.00885104,0.0058392794],"about_ca_topic_score_codex":0.001439234,"about_ca_topic_score_gemma":0.0005568448,"teacher_disagreement_score":0.3152873,"about_ca_system_score_codex":0.00031019468,"about_ca_system_score_gemma":0.00007910546,"threshold_uncertainty_score":0.8034757},"labels":[],"label_agreement":null}]}