{"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":"2918c65a3032","filters":{"venue":"Journal d Interaction Personne-Système"}},"results":[{"id":"W2618941403","doi":"10.46298/jips.66","title":"Uncertainties in complex dynamic environments","year":2014,"lang":"en","type":"article","venue":"Journal d Interaction Personne-Système","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada); Polytechnique Montréal","funders":"","keywords":"Computer science; Automation; Complex system; Process (computing); Risk analysis (engineering); Operator (biology); Face (sociological concept); Decision support system; Data science; Human systems engineering; Management science; Human–computer interaction; Systems engineering; Process management; Knowledge management; Artificial intelligence; Engineering; Business","authors":[{"name":"Hasmik Atoyan","is_ca":true},{"name":"Jean‐Marc Robert","is_ca":true},{"name":"Jean-Rémi Duquet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0330636382415934,"gpt":0.3468296925890735,"spread":0.3137660543474801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006092992,0.0002381987,0.0003200069,0.000560087,0.0002639739,0.0001607334,0.0002350008,0.0001402226,0.03836926],"category_scores_gemma":[0.0001206911,0.0002261573,0.0002104978,0.0001592688,0.00005996305,0.0005605503,0.00002984625,0.0007960376,0.004445204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00117055,"about_ca_system_score_gemma":0.00002284359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001300128,"about_ca_topic_score_gemma":0.0001443446,"domain_scores_codex":[0.9976401,0.0005357804,0.0007887945,0.0003144177,0.0003363548,0.000384519],"domain_scores_gemma":[0.9988336,0.0001876165,0.0004906688,0.0002685896,0.00005629235,0.0001632386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004019144,0.004517031,0.0318312,0.0001887269,0.001736882,0.0005539092,0.1576763,0.009304214,0.04646533,0.02636725,0.5283566,0.1889835],"study_design_scores_gemma":[0.002335262,0.0003172093,0.1998585,0.0001379446,0.00002970039,0.001761008,0.02011579,0.03191563,0.00004694993,0.001045861,0.7419763,0.0004598562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8045931,0.00007448156,0.01784855,0.006787615,0.01181561,0.0003760131,0.00001727155,0.0001834488,0.1583039],"genre_scores_gemma":[0.9799192,0.00002464564,0.0001655166,0.001004132,0.0004080952,0.00002676287,0.00002601206,0.00003412062,0.01839152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2136198,"threshold_uncertainty_score":0.99633,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3010728143","doi":"10.46298/jips.1300","title":"Evolution of the heuristic inspection: towards an integration of accessibility, usability, emotion and persuasion?","year":2015,"lang":"fr","type":"article","venue":"Journal d Interaction Personne-Système","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université TÉLUQ; JDA Software (Canada)","funders":"","keywords":"Persuasion; Heuristic; Usability; Heuristic evaluation; Humanities; Perspective (graphical); Panorama; Computer science; Welfare economics; Psychology; Social psychology; Artificial intelligence; Philosophy; Human–computer interaction; Economics","authors":[{"name":"Éric Brangier","is_ca":false},{"name":"Michel C. Desmarais","is_ca":true},{"name":"Nemery Alexandra","is_ca":false},{"name":"Sandrine Prom Tep","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1436124446279427,"gpt":0.467774214480002,"spread":0.3241617698520592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005984724,0.000281969,0.0005557272,0.0004332378,0.001090471,0.00007483174,0.0003535469,0.0005261061,0.0007592895],"category_scores_gemma":[0.005752816,0.0002133496,0.0002540117,0.0008261188,0.000512143,0.002109409,0.0002062094,0.002279898,0.00003957352],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005499038,"about_ca_system_score_gemma":0.003338249,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006822774,"about_ca_topic_score_gemma":0.001217087,"domain_scores_codex":[0.9913739,0.004507204,0.001874331,0.0004268016,0.001312684,0.000505073],"domain_scores_gemma":[0.9928771,0.0007159186,0.001661123,0.0004863532,0.003585029,0.0006745049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0124655,0.005781026,0.5874453,0.008404156,0.0003324198,0.00001708425,0.1536481,0.001534189,0.00735378,0.02250119,0.0197382,0.1807791],"study_design_scores_gemma":[0.001858134,0.002065137,0.8481947,0.002459848,0.0001194431,0.0004409367,0.08544721,0.04162711,0.0001872191,0.01644146,0.000934474,0.0002242918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614028,0.001514852,0.004178373,0.01618373,0.01279953,0.001132867,0.000110838,0.00003120865,0.002645783],"genre_scores_gemma":[0.996169,0.0003121386,0.0004815956,0.00008574286,0.001820024,0.00002455815,0.00001850632,0.00002847568,0.001059933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2607495,"threshold_uncertainty_score":0.9997909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2061834800","doi":"10.46298/jips.663","title":"An empirical study on the user's context in mobile videoconferencing devices","year":2015,"lang":"en","type":"article","venue":"Journal d Interaction Personne-Système","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Université de Montréal","keywords":"Videoconferencing; Context (archaeology); Computer science; Mobile device; Empirical research; Multimedia; Human–computer interaction; World Wide Web; Geography; Mathematics","authors":[{"name":"Ignacio Barcala Calvo","is_ca":true},{"name":"Tomás Dorta","is_ca":true},{"name":"Jean‐Marc Robert","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1143169438527237,"gpt":0.3629810270403239,"spread":0.2486640831876001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002502088,0.0002841625,0.0004160609,0.000482923,0.0002980732,0.001386728,0.001013292,0.00009991294,0.0001361378],"category_scores_gemma":[0.0003719969,0.0002003478,0.0001535617,0.0005180662,0.00002867041,0.003246787,0.0001155756,0.001003371,0.0004317615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174978,"about_ca_system_score_gemma":0.0003492631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004280825,"about_ca_topic_score_gemma":0.001457837,"domain_scores_codex":[0.995997,0.001572829,0.0007331414,0.0005032599,0.0008142075,0.0003796078],"domain_scores_gemma":[0.9972172,0.000768705,0.0005395155,0.0005929114,0.0005430325,0.0003386822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000897872,0.007605749,0.3436007,0.00004499709,0.0006133933,0.00127191,0.3883693,0.001481524,0.002595367,0.0008222913,0.03109603,0.2216008],"study_design_scores_gemma":[0.006343541,0.008816798,0.1046617,0.001144075,0.00006899348,0.005061931,0.7036666,0.1003107,0.001206341,0.001208244,0.06595898,0.001552127],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766289,0.00007596939,0.01600931,0.002591304,0.002330749,0.0007285731,0.000002665852,0.000120781,0.001511766],"genre_scores_gemma":[0.9979654,0.000002831359,0.00008315834,0.00116633,0.0005039856,0.0001288694,0.000001025059,0.00002130921,0.0001270877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152972,"threshold_uncertainty_score":0.9996499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2996431762","doi":"10.46298/jips.5935","title":"Combination of tactile devices for data analytics","year":2019,"lang":"en","type":"article","venue":"Journal d Interaction Personne-Système","topic":"Mobile Crowdsensing and Crowdsourcing","field":"Computer 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":"Berger (Canada)","funders":"","keywords":"Stacking; Computer science; Vocabulary; Gesture; Human–computer interaction; Artificial intelligence","authors":[{"name":"Gary Perelman","is_ca":false},{"name":"Marcos Serrano","is_ca":false},{"name":"Christophe Bortolaso","is_ca":false},{"name":"Célia Picard","is_ca":true},{"name":"Mustapha Derras","is_ca":true},{"name":"Emmanuel Dubois","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05052202226164578,"gpt":0.3018619025219143,"spread":0.2513398802602685,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007604244,0.0001291788,0.0002479709,0.0002491938,0.0001673966,0.0003631209,0.0008085738,0.00006748384,0.00006795851],"category_scores_gemma":[0.0001753894,0.0001171768,0.0001262444,0.0002417003,0.00001563042,0.001912974,0.0001365389,0.0002503365,0.00004752239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002019141,"about_ca_system_score_gemma":0.0001112764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004091566,"about_ca_topic_score_gemma":0.00001485631,"domain_scores_codex":[0.9986352,0.00007403956,0.0004516086,0.0003014494,0.0003238094,0.0002139205],"domain_scores_gemma":[0.9979275,0.0002763765,0.0006465524,0.0006564413,0.0004071526,0.00008599909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00118896,0.003306899,0.0418483,0.003475879,0.002670617,0.0001317485,0.0338096,0.02323158,0.25073,0.04409923,0.2161029,0.3794043],"study_design_scores_gemma":[0.0009632533,0.0003826497,0.00183907,0.0004208884,0.00005258211,0.0006169023,0.002123766,0.9610234,0.003736748,0.0008495137,0.02773961,0.0002516425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.484198,0.000141208,0.5065575,0.001625413,0.004631437,0.0003287242,0.00001398519,0.00008284211,0.002420812],"genre_scores_gemma":[0.9910847,0.0000127271,0.007931088,0.0001305831,0.0002071962,0.000002198634,0.00001296137,0.00001300952,0.0006055659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9377918,"threshold_uncertainty_score":0.4778333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016770547","doi":"10.46298/jips.3944","title":"Taking into account the specific aspects of the young public with TSA in the evaluation of a dedicated application","year":2018,"lang":"en","type":"article","venue":"Journal d Interaction Personne-Système","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Valuation (finance); Autism; Psychology; Computer science; Humanities; Sociology; Art; Developmental psychology; Business","authors":[{"name":"Marine Guffroy","is_ca":false},{"name":"Pascal Leroux","is_ca":true},{"name":"Philippe Teutsch","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08829311083610432,"gpt":0.3566019000770525,"spread":0.2683087892409482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003289578,0.000146186,0.0001668214,0.0002999354,0.0005552929,0.0002296183,0.001004202,0.00006061649,0.0004946588],"category_scores_gemma":[0.001103871,0.00007035233,0.0001001475,0.00154803,0.0003922311,0.0006778574,0.00008306613,0.0007673039,0.00003523329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007640395,"about_ca_system_score_gemma":0.0003730575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004158698,"about_ca_topic_score_gemma":0.001399903,"domain_scores_codex":[0.9956815,0.001184435,0.0005175439,0.000279301,0.002047401,0.0002898789],"domain_scores_gemma":[0.9976041,0.0003321786,0.001152663,0.0005281905,0.0003404044,0.00004241095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009863895,0.001275114,0.02001816,0.0001018855,0.0001261263,0.00001617969,0.1056993,0.0006387071,0.7635751,0.07072578,0.001763721,0.03507349],"study_design_scores_gemma":[0.005004269,0.001541827,0.5253512,0.0009988492,0.0002266906,0.005784747,0.06413581,0.1369819,0.2009667,0.04959638,0.008694419,0.0007172577],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682298,0.00008698524,0.001807281,0.01825118,0.0004338717,0.0009137236,0.000002715531,0.0000136076,0.01026083],"genre_scores_gemma":[0.9994277,0.00004158105,0.00002007734,0.0001478162,0.000250057,0.00007249229,9.77181e-7,0.00001905361,0.000020296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5626085,"threshold_uncertainty_score":0.5416167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}