{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"05aa12106105","filters":{"venue":"Interdisciplinary Journal of Signage and Wayfinding"}},"results":[{"id":"W3081089939","doi":"10.15763/issn.2470-9670.2020.v4.i2.a64","title":"Retail Signage During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Interdisciplinary Journal of Signage and Wayfinding","topic":"Color perception and design","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Pandemic; Signage; Meaning (existential); Social distance; Coronavirus disease 2019 (COVID-19); Order (exchange); Social media; Public relations; Business; Psychology; Advertising; Sociology; Political science; Disease; Medicine; Law","retraction":null,"screen_n_in":null,"score":{"opus":0.1228532566043469,"gpt":0.3745720774604355,"spread":0.2517188208560886,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007941421,0.0001912583,0.0003187163,0.0001662705,0.00054077,0.0001010959,0.000395424,0.0001097715,0.003329808],"category_scores_gemma":[0.00008902109,0.0001301304,0.0002040634,0.0002363591,0.0001572835,0.0002300221,0.0003663846,0.0006301782,0.0001077461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000981936,"about_ca_system_score_gemma":0.00004389583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003559348,"about_ca_topic_score_gemma":0.000002746865,"domain_scores_codex":[0.9983637,0.0002639715,0.0005948126,0.0002521586,0.0002353472,0.0002900141],"domain_scores_gemma":[0.9986551,0.0003474561,0.0003715645,0.0001657711,0.00004734599,0.000412722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.008023079,0.0003934369,0.1158198,0.0004358206,0.001096341,0.008785768,0.4460547,0.0005850607,0.3192633,0.002696823,0.06999716,0.02684873],"study_design_scores_gemma":[0.02855549,0.01287034,0.3488814,0.001025654,0.00135228,0.04719717,0.426341,0.00171302,0.001759889,0.02669776,0.09974557,0.003860488],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739885,0.0008556846,0.007240216,0.01157495,0.0004510178,0.0001824306,0.000007139316,0.00005461929,0.005645467],"genre_scores_gemma":[0.9959173,0.00005427501,0.00005509901,0.002175825,0.0006003855,0.000005583537,9.929589e-7,0.00002369153,0.001166897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3175035,"threshold_uncertainty_score":0.9975813,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3145925554","doi":"10.15763/issn.2470-9670.2021.v5.i1.a69","title":"Do You See What I See?","year":2021,"lang":"en","type":"article","venue":"Interdisciplinary Journal of Signage and Wayfinding","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta; Toronto Metropolitan University","funders":"","keywords":"Signage; Viewpoints; Shopping mall; Visual impairment; Psychology; Population; Applied psychology; Computer science; Advertising; Sociology; Business; Visual arts","retraction":null,"screen_n_in":null,"score":{"opus":0.01540273557392688,"gpt":0.2675551703127946,"spread":0.2521524347388677,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002061563,0.0001089715,0.0001772699,0.0001409435,0.0001118575,0.0002212606,0.00007246964,0.00006088644,0.0002501088],"category_scores_gemma":[0.00001343516,0.0001009961,0.00009141513,0.0001508912,0.0000215118,0.000866143,0.0001030216,0.000249048,0.00002033073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004043953,"about_ca_system_score_gemma":0.00001235558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.996284e-7,"about_ca_topic_score_gemma":0.000001301579,"domain_scores_codex":[0.9993088,0.00002712452,0.0002841946,0.00009114185,0.0001534861,0.0001352449],"domain_scores_gemma":[0.9995919,0.00005885746,0.00008074343,0.00007083181,0.0001051097,0.00009249954],"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":[0.0002122895,0.0001850908,0.003271038,0.0005222573,0.0006625355,0.005162328,0.02976678,0.007748873,0.4950253,0.0005601531,0.007493905,0.4493894],"study_design_scores_gemma":[0.008810691,0.001849189,0.02030868,0.01514838,0.0007353941,0.01531584,0.1218955,0.02898953,0.709283,0.06728866,0.007726534,0.002648632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845458,0.004386063,0.006945414,0.0005209267,0.001022806,0.00003757021,0.000003041587,0.00003289087,0.002505509],"genre_scores_gemma":[0.998573,0.0007010715,0.0002578247,0.00003980553,0.0002923226,9.862769e-7,0.000005221958,0.00001810541,0.0001116784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4467408,"threshold_uncertainty_score":0.4118501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242122481","doi":"10.15763/issn.2470-9670.2020.v4.i2.a74","title":"Introduction","year":2020,"lang":"en","type":"article","venue":"Interdisciplinary Journal of Signage and Wayfinding","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Signage; Context (archaeology); Perception; Pandemic; Intersection (aeronautics); Sign (mathematics); Psychology; Coronavirus disease 2019 (COVID-19); Advertising; Internet privacy; Computer science; Business; Engineering; History; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.0302466889503184,"gpt":0.2555990437931381,"spread":0.2253523548428197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002213817,0.00008668603,0.000143036,0.0001914352,0.0001782917,0.0002352009,0.0001264194,0.00003034022,0.0003747096],"category_scores_gemma":[0.00003756253,0.00007542887,0.00007401125,0.0001847034,0.0000390404,0.001243508,0.0001857326,0.00015602,0.00009701032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001130334,"about_ca_system_score_gemma":0.000006283761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001481152,"about_ca_topic_score_gemma":5.345723e-7,"domain_scores_codex":[0.9992978,0.000007303905,0.000334383,0.0001260843,0.0001401665,0.00009428449],"domain_scores_gemma":[0.9994805,0.0000141447,0.000307436,0.00005817351,0.0001170522,0.00002269969],"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":[0.000844039,0.0002112599,0.02813293,0.0004302709,0.0001558858,0.0002148557,0.003226605,0.00006571305,0.228141,0.00873278,0.0941058,0.6357388],"study_design_scores_gemma":[0.00894244,0.0004173841,0.4987017,0.001001665,0.001840227,0.001096415,0.02714764,0.007514331,0.009856102,0.03567148,0.4054025,0.002408157],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746188,0.0002265548,0.001310754,0.02242654,0.0006632128,0.00006307751,5.424343e-7,0.00002611264,0.0006644086],"genre_scores_gemma":[0.9965909,0.00001886984,0.00006693711,0.0003713389,0.002861602,0.000001100455,0.000002870062,0.000009466314,0.0000769102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6333307,"threshold_uncertainty_score":0.4102808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}