{"meta":{"query_hash":"ba19e5f0b79d","filters":{"venue":"Sciences du Design"},"cohort_total":22,"direct_labels_cover":1,"predictions_cover":22,"exported":22,"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/ba19e5f0b79d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sciences+du+Design"},"results":[{"id":"W1668523003","doi":"10.3917/sdd.001.0045","title":"La recherche-projet en design et la question de la question de recherche : essai de clarification conceptuelle","year":2015,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy","score_opus":0.5160472814110145,"score_gpt":0.5014868446495271,"score_spread":0.014560436761487439,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1668523003","genre_codex":"methods","genre_gemma":"methods","domain_codex":"methods","domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0077008065,0.0029455782,0.8829425,0.058624443,0.0006905542,0.0009431248,0.0000069081552,0.00026317892,0.04588288],"genre_scores_gemma":[0.24753502,0.0043039597,0.72849935,0.00082388066,0.0005362693,0.00023145508,0.000010886855,0.000041095653,0.01801805],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.47309718,0.5242026,0.0005017188,0.00073205994,0.00068728114,0.0007792084],"domain_scores_gemma":[0.975048,0.023063362,0.00038152578,0.0003809368,0.00053389755,0.0005922626],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.637776,0.00034777366,0.00031223468,0.0002207276,0.0007685784,0.00080307166,0.0010686117,0.0020279633,0.00012204054],"category_scores_gemma":[0.027279846,0.0003823848,0.00009945046,0.0018382571,0.003329364,0.0035074537,0.00005456898,0.001774012,0.00010872369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075830605,0.00045444054,0.0062498273,0.000038740698,0.000018860786,0.000016791708,0.081918694,0.0024547006,0.0032552346,0.8552745,0.027265532,0.022976829],"study_design_scores_gemma":[0.00050653296,0.00036853927,0.0018836287,0.00034203334,0.00007415936,0.00011546647,0.029749501,0.013526608,0.0037273625,0.86361283,0.0855215,0.0005718461],"about_ca_topic_score_codex":0.009193969,"about_ca_topic_score_gemma":0.0004219322,"teacher_disagreement_score":0.61049616,"about_ca_system_score_codex":0.0037257995,"about_ca_system_score_gemma":0.016339198,"threshold_uncertainty_score":0.9998628},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2225044446","doi":"10.3917/sdd.002.0020","title":"Le design à l’épreuve du concept de pratique","year":2015,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy","score_opus":0.15220300036383785,"score_gpt":0.3473898312048282,"score_spread":0.19518683084099034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2225044446","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051385025,0.005729677,0.6260675,0.2776336,0.0048714834,0.0015027653,0.000010895021,0.0002221708,0.07882335],"genre_scores_gemma":[0.82930607,0.00087669847,0.10031166,0.0024503672,0.0022348813,0.00014078779,0.0000033605716,0.000038812286,0.064637356],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98037803,0.016229667,0.000544658,0.0008048162,0.0009448403,0.0010979589],"domain_scores_gemma":[0.9959611,0.0019011059,0.00031684968,0.00036619097,0.00058588776,0.0008688464],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.037219573,0.00033673362,0.00036138488,0.0001686181,0.0018860863,0.00066219794,0.0014746027,0.00038740257,0.00043999735],"category_scores_gemma":[0.003024766,0.00036349578,0.00011471229,0.001716601,0.0051434496,0.005746717,0.00008306035,0.00038003203,0.0003884],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002162763,0.00027007156,0.0019875944,0.00000910448,0.000017112783,0.000030115474,0.109251805,0.0033073036,0.00013194293,0.507249,0.37636527,0.001359044],"study_design_scores_gemma":[0.0010344005,0.0014540534,0.00053192594,0.0001990594,0.00006590496,0.000101662634,0.121248096,0.014941017,0.0053315815,0.2534723,0.6003846,0.0012354029],"about_ca_topic_score_codex":0.010031233,"about_ca_topic_score_gemma":0.0009560064,"teacher_disagreement_score":0.82416755,"about_ca_system_score_codex":0.0005208662,"about_ca_system_score_gemma":0.026540127,"threshold_uncertainty_score":0.9998817},"labels":[],"label_agreement":null},{"id":"W2228034509","doi":"10.3917/sdd.002.0065","title":"Création contre science en design, les conditions d’un vrai débat : réponse à Lysianne Léchot Hirt","year":2015,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Physics","score_opus":0.08261568042175961,"score_gpt":0.31701517830480286,"score_spread":0.23439949788304326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2228034509","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007637705,0.0039607184,0.944872,0.022507634,0.0059287627,0.00089267996,0.000025348423,0.00031037617,0.013864729],"genre_scores_gemma":[0.85884196,0.0003529856,0.1349088,0.00060987595,0.00056403124,0.00009591297,0.000008221426,0.000039333034,0.004578908],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9946676,0.0020511218,0.00052983256,0.00073212245,0.0010969705,0.0009223922],"domain_scores_gemma":[0.9954968,0.002434799,0.00022934927,0.00045566092,0.00067766436,0.00070571766],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.015531137,0.000381216,0.00031478776,0.000612356,0.0013831927,0.0010228567,0.001105433,0.00020277905,0.0017048117],"category_scores_gemma":[0.0042837122,0.00039249408,0.000082807266,0.0030613237,0.0022580451,0.0036705206,0.000071215276,0.00038296968,0.0021457933],"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":[0.00018697455,0.00086050015,0.00092235964,0.00009883328,0.00013626485,0.00010502145,0.029003609,0.4119104,0.06431275,0.15791231,0.27990255,0.054648384],"study_design_scores_gemma":[0.0022865476,0.0012125799,0.0051104906,0.00034978904,0.0004140133,0.0007714897,0.019417347,0.75199556,0.05925205,0.06122789,0.09587245,0.0020898033],"about_ca_topic_score_codex":0.00044009156,"about_ca_topic_score_gemma":0.000017716777,"teacher_disagreement_score":0.8512042,"about_ca_system_score_codex":0.0006328519,"about_ca_system_score_gemma":0.002811681,"threshold_uncertainty_score":0.99991685},"labels":[],"label_agreement":null},{"id":"W2769975178","doi":"10.3917/sdd.006.0054","title":"Le design au service de l’expérience patient","year":2017,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":20,"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":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.21433543268488142,"score_gpt":0.4306232420289409,"score_spread":0.2162878093440595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769975178","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13729522,0.0028813754,0.49822816,0.28136063,0.012655103,0.0036633832,0.000024552126,0.00018332693,0.06370825],"genre_scores_gemma":[0.8753609,0.00071045844,0.08705123,0.03271525,0.0013209658,0.00013450265,0.0000010416595,0.000031798685,0.00267386],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9892006,0.0064621447,0.0006375826,0.00077325135,0.00084510917,0.0020813479],"domain_scores_gemma":[0.9941894,0.0027736316,0.00069909566,0.000993725,0.0004059688,0.0009381969],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.023960685,0.00030725327,0.0004442115,0.00007551558,0.014643471,0.00020428804,0.0018080312,0.0008216087,0.00033935212],"category_scores_gemma":[0.0041033514,0.00027426463,0.000097950964,0.00052203884,0.002116505,0.0011316622,0.00032025858,0.0014930073,0.0009226059],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010517986,0.000615688,0.01694927,0.0011585886,0.000043866086,0.00022756674,0.58353955,0.0020462114,0.0006881146,0.06442102,0.26025257,0.069952376],"study_design_scores_gemma":[0.0042097527,0.005103612,0.08262806,0.00531875,0.00019263655,0.00017196282,0.2693879,0.1514705,0.002006205,0.032599814,0.44478342,0.0021273913],"about_ca_topic_score_codex":0.021189483,"about_ca_topic_score_gemma":0.0008421127,"teacher_disagreement_score":0.73806566,"about_ca_system_score_codex":0.00057077274,"about_ca_system_score_gemma":0.026163012,"threshold_uncertainty_score":0.999971},"labels":[],"label_agreement":null},{"id":"W2841504241","doi":"10.3917/sdd.007.0021","title":"Le design management en discussion","year":2018,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Diverse multidisciplinary academic research","field":"Social Sciences","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":"Université Laval","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.12730626849105722,"score_gpt":0.3840370464470937,"score_spread":0.2567307779560365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2841504241","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022276524,0.0011602825,0.5181318,0.1396369,0.006184782,0.0022043523,0.000008558366,0.00019492356,0.33025074],"genre_scores_gemma":[0.54529095,0.0047377865,0.20419271,0.0004902313,0.0033069635,0.00010953775,0.0000016095453,0.000046581954,0.24182363],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9901738,0.0051862705,0.0003803275,0.0009893945,0.0018910628,0.001379151],"domain_scores_gemma":[0.9982191,0.000702668,0.00015503661,0.00034588997,0.00015370184,0.00042360436],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.020850338,0.00027679087,0.0002558699,0.0002962864,0.0040517147,0.00045246098,0.0024208745,0.00026855725,0.001862433],"category_scores_gemma":[0.0003315059,0.00020286863,0.0001126114,0.0026698494,0.01035261,0.001761418,0.0007986669,0.00033650862,0.004869809],"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":[0.00011067647,0.0003658728,0.0006316433,0.000044915774,0.00005988687,0.000116468225,0.027933776,0.0017104279,0.00046216097,0.700095,0.14026125,0.12820794],"study_design_scores_gemma":[0.0011738787,0.0021621094,0.002112579,0.00053159,0.000101195576,0.000022861723,0.06376959,0.04524217,0.002626213,0.15186085,0.72918403,0.0012129386],"about_ca_topic_score_codex":0.00053589547,"about_ca_topic_score_gemma":0.00003578373,"teacher_disagreement_score":0.5889228,"about_ca_system_score_codex":0.0003194993,"about_ca_system_score_gemma":0.0010181663,"threshold_uncertainty_score":0.99905},"labels":[],"label_agreement":null},{"id":"W2883353058","doi":"10.3917/sdd.007.0086","title":"L’esthétique de la santé publique : essai d’analyse réaliste des qualités de l’expérience de services","year":2018,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Political science","score_opus":0.1599133016662639,"score_gpt":0.46666521772424224,"score_spread":0.30675191605797836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883353058","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":[0.9124971,0.004093988,0.06491891,0.0023553271,0.001411434,0.0011635305,0.000050931165,0.00012621382,0.013382565],"genre_scores_gemma":[0.9039546,0.0018489276,0.07554955,0.01594697,0.00088167866,0.00023757893,0.000013615096,0.0000330193,0.0015340198],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.97591996,0.0189288,0.0010301179,0.0008097871,0.00075179775,0.0025595494],"domain_scores_gemma":[0.99392587,0.003228381,0.00058634795,0.0005125433,0.00039655127,0.0013503177],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.04088263,0.00041315085,0.00043177442,0.0002714194,0.0037992555,0.00026315046,0.0013370434,0.0006177999,0.0013391766],"category_scores_gemma":[0.0005117731,0.00037330072,0.00011991734,0.0015474149,0.0035286439,0.0010295258,0.00027240522,0.00080469105,0.00032234864],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003421203,0.0011504127,0.5238047,0.006135165,0.000059357368,0.00013665216,0.33285308,0.00035950058,0.0012529406,0.10578069,0.009723274,0.018402057],"study_design_scores_gemma":[0.0035902495,0.008188715,0.18993898,0.014216961,0.00034066287,0.00042639632,0.16799402,0.1119778,0.014466322,0.430459,0.05577608,0.002624823],"about_ca_topic_score_codex":0.022680918,"about_ca_topic_score_gemma":0.0049731107,"teacher_disagreement_score":0.33386576,"about_ca_system_score_codex":0.0014902492,"about_ca_system_score_gemma":0.0061613936,"threshold_uncertainty_score":0.9998719},"labels":[],"label_agreement":null},{"id":"W2945155980","doi":"10.3917/sdd.009.0038","title":"L’esthétique, levier d’action pour l’engagement écologique : l’ethnographie d’un atelier de vélo communautaire","year":2019,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Sustainable Design and Development","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":"Université de Montréal","funders":"","keywords":"Humanities; Art; Philosophy","score_opus":0.047627373583231034,"score_gpt":0.2683662077283231,"score_spread":0.22073883414509204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945155980","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":[0.5919757,0.009467636,0.35874555,0.0072408468,0.0046927067,0.0023069524,0.000005699956,0.0006266118,0.024938302],"genre_scores_gemma":[0.8569155,0.004538161,0.1307514,0.00071415195,0.0001843671,0.00016293058,0.000003971029,0.00006047759,0.0066690343],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99533224,0.0016074312,0.0005445972,0.0006174377,0.00055256416,0.001345735],"domain_scores_gemma":[0.99824446,0.0006813236,0.00014800952,0.0004733794,0.00018285746,0.0002699597],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008687363,0.00048411704,0.00042721385,0.0004843215,0.0008910616,0.0003217608,0.00083423976,0.0003995925,0.0023846882],"category_scores_gemma":[0.0002015876,0.00048036134,0.0001721568,0.0015893716,0.0004524406,0.00071941304,0.00017236276,0.00074423564,0.0010689525],"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":[0.0001846581,0.0008743286,0.035073157,0.0013476241,0.0005066697,0.000699441,0.015067921,0.34445596,0.012281622,0.066468894,0.068258926,0.45478082],"study_design_scores_gemma":[0.0038586974,0.0032556127,0.091006845,0.0013454565,0.00033258903,0.0007185261,0.040437415,0.41955945,0.057754524,0.09568502,0.28149334,0.00455252],"about_ca_topic_score_codex":0.00023622575,"about_ca_topic_score_gemma":0.000023405912,"teacher_disagreement_score":0.4502283,"about_ca_system_score_codex":0.00097348454,"about_ca_system_score_gemma":0.00091365154,"threshold_uncertainty_score":0.9997648},"labels":[],"label_agreement":null},{"id":"W2992237698","doi":"10.3917/sdd.010.0051","title":"La vie future des objets : une contribution à la réflexion sur la durabilité à travers l’expérience spéculative du projet ADN","year":2019,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Cultural Insights and Digital Impacts","field":"Computer 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":"Concordia University","funders":"","keywords":"Humanities; Art; Philosophy","score_opus":0.08775644293659697,"score_gpt":0.28692495470232493,"score_spread":0.19916851176572797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2992237698","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":[0.76677996,0.004434565,0.09475941,0.012417058,0.0041041025,0.0023616168,0.000053819895,0.00034558104,0.11474386],"genre_scores_gemma":[0.9922275,0.00047625045,0.004014624,0.0003599692,0.0002664366,0.000020541616,0.0000056727918,0.000014300481,0.002614725],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99450374,0.0018597965,0.0005120536,0.0011461297,0.000993989,0.0009843049],"domain_scores_gemma":[0.9965825,0.00155915,0.00033176225,0.00045590493,0.00064389594,0.0004267561],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0042485544,0.00050036656,0.00047178313,0.00014432704,0.0007130783,0.0031845286,0.001191365,0.00034223692,0.00010155528],"category_scores_gemma":[0.00075101794,0.000351968,0.00021085599,0.002420391,0.0030717105,0.00940618,0.00027157544,0.00036710227,0.00024815864],"study_design_candidate":"theoretical_or_conceptual","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":[0.00015077164,0.00056957937,0.0035668735,0.00012787117,0.00004904905,0.00043901821,0.036390934,0.005299026,0.0055148397,0.88907987,0.003454987,0.055357166],"study_design_scores_gemma":[0.004661885,0.0058345464,0.13587694,0.002103294,0.00014227367,0.0052149827,0.0066433935,0.1752659,0.019843653,0.25999162,0.3808986,0.0035229262],"about_ca_topic_score_codex":0.0008311698,"about_ca_topic_score_gemma":0.0001378617,"teacher_disagreement_score":0.6290883,"about_ca_system_score_codex":0.0003115058,"about_ca_system_score_gemma":0.001229897,"threshold_uncertainty_score":0.99989325},"labels":[],"label_agreement":null},{"id":"W3033913068","doi":"10.3917/sdd.011.0060","title":"Le déchet plastique comme témoin matériel de l’Anthropocène : différentes stratégies de design et de création qui s’en emparent","year":2020,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","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":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.06548219693861972,"score_gpt":0.28439219987108677,"score_spread":0.21891000293246704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033913068","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009553894,0.001383932,0.86302257,0.12063819,0.00051811297,0.0010890287,0.0000082411825,0.0002761849,0.0035098216],"genre_scores_gemma":[0.9314431,0.00033256665,0.054882184,0.011441279,0.000985362,0.0001507156,0.000020063488,0.000068799076,0.00067596056],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99493706,0.0013469144,0.00059853256,0.0008533923,0.0007195715,0.0015445128],"domain_scores_gemma":[0.9978273,0.0010475932,0.0004240565,0.00030024155,0.0002473075,0.0001535222],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008249719,0.0005337273,0.00044709828,0.00038142857,0.001036454,0.0023378155,0.0013109522,0.00019532323,0.0004821381],"category_scores_gemma":[0.0018257216,0.00056709256,0.00014622281,0.0015870618,0.00094506645,0.0028621152,0.00058566657,0.00040346343,0.00017587641],"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":[0.000257416,0.0007124699,0.0266147,0.0017383441,0.00015462103,0.00033212174,0.008958644,0.3559632,0.0016793377,0.43633795,0.16461729,0.0026339097],"study_design_scores_gemma":[0.0017160458,0.00051499356,0.009719045,0.0005541609,0.0002967783,0.00002495879,0.09380584,0.79034287,0.0030224347,0.057264823,0.041368045,0.0013700215],"about_ca_topic_score_codex":0.0037924713,"about_ca_topic_score_gemma":0.00020268536,"teacher_disagreement_score":0.9218892,"about_ca_system_score_codex":0.00051637075,"about_ca_system_score_gemma":0.0017056831,"threshold_uncertainty_score":0.9996781},"labels":[],"label_agreement":null},{"id":"W3113826639","doi":"10.3917/sdd.012.0011","title":"Victor Margolin, « provocateur culturel » (1941–2019)","year":2020,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Geology; Art","score_opus":0.062120277624272184,"score_gpt":0.23312772334404658,"score_spread":0.1710074457197744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113826639","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056404043,0.03378297,0.002827985,0.93594915,0.003094581,0.0005423219,0.0000675037,0.00017172654,0.017923351],"genre_scores_gemma":[0.2179468,0.028593672,0.0062104934,0.022616299,0.017691182,0.00011646621,0.000024709474,0.00008145956,0.7067189],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997488,0.0003075149,0.00039607676,0.0006146561,0.000574006,0.0006197063],"domain_scores_gemma":[0.99903554,0.00011937517,0.00016781512,0.00011207954,0.00023802146,0.00032717636],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00060730433,0.00031718047,0.00043474993,0.000035432324,0.007438764,0.0006097091,0.00061573705,0.00010970799,0.0024650628],"category_scores_gemma":[0.00017137264,0.00021108892,0.0002971304,0.00042755532,0.0019388086,0.0004820669,0.00012838189,0.00024352729,0.0019058716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020650228,0.000114609815,0.000096924596,0.0000686598,0.00011167368,0.000027279337,0.10658115,0.00024601395,0.00008895472,0.15642944,0.7341483,0.002066311],"study_design_scores_gemma":[0.00017050507,0.00047957827,0.000020118092,0.000027758553,0.0001479629,0.0000022812333,0.006674988,0.0020219546,0.000028848019,0.0031730197,0.98686206,0.00039094588],"about_ca_topic_score_codex":0.00096097606,"about_ca_topic_score_gemma":0.00019394416,"teacher_disagreement_score":0.9133329,"about_ca_system_score_codex":0.00045807182,"about_ca_system_score_gemma":0.00008490738,"threshold_uncertainty_score":0.99887127},"labels":[],"label_agreement":null},{"id":"W3168956768","doi":"10.3917/sdd.013.0042","title":"Le design comme posture méthodologique : de l’ambiguïté de la recherche-projet, l’expérience du projet INSÉPArable","year":2021,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario College of Art and Design; Université Laval","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.9148306191638951,"score_gpt":0.6488782395869458,"score_spread":0.2659523795769493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168956768","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036286317,0.0063908724,0.8736686,0.029980194,0.0009820621,0.0015043126,0.00003346435,0.0002871681,0.050867014],"genre_scores_gemma":[0.24607454,0.002562236,0.74287164,0.0023633402,0.0005224746,0.00038435648,0.0000026400232,0.00004653569,0.0051722676],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.78969455,0.20422947,0.00062007917,0.001276375,0.001490761,0.002688744],"domain_scores_gemma":[0.95861447,0.038637556,0.00033842193,0.0006358191,0.00069034996,0.0010833861],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.2425762,0.0004992702,0.0006740769,0.00021891654,0.0028955955,0.001170674,0.002571796,0.001274875,0.00075804064],"category_scores_gemma":[0.103444465,0.0005032226,0.00022445823,0.0053048204,0.008400182,0.0015301339,0.0005088082,0.0019866007,0.00021830203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028981228,0.0019228979,0.013638988,0.000178604,0.00011543972,0.0019255229,0.090591155,0.008638194,0.078987025,0.73076355,0.044219438,0.028729368],"study_design_scores_gemma":[0.0013117775,0.0021522802,0.005042388,0.0007201319,0.00012842787,0.0007842585,0.03493181,0.046642065,0.1689711,0.5812996,0.15612334,0.0018928299],"about_ca_topic_score_codex":0.0033828828,"about_ca_topic_score_gemma":0.00034195054,"teacher_disagreement_score":0.20978822,"about_ca_system_score_codex":0.0015890056,"about_ca_system_score_gemma":0.03234314,"threshold_uncertainty_score":0.9998662},"labels":[],"label_agreement":null},{"id":"W3169371006","doi":"10.3917/sdd.013.0016","title":"Le corps apprenant et la matérialité des choses : une recherche par le corps sur l’acte de design","year":2021,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Philosophical and Theoretical Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art; Political science; Philosophy","score_opus":0.3333722569900469,"score_gpt":0.3036847560912761,"score_spread":0.029687500898770813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3169371006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03903508,0.018563332,0.49453646,0.11259152,0.0016722726,0.0007593616,0.00021427369,0.0003671099,0.33226058],"genre_scores_gemma":[0.96028674,0.0024791076,0.024809156,0.0014163537,0.00074433954,0.00004664005,0.000011832838,0.00004046617,0.010165382],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9894986,0.0077414033,0.00055087334,0.0007634648,0.00053155393,0.0009141125],"domain_scores_gemma":[0.9940647,0.004649309,0.00019464275,0.00035227076,0.000354517,0.00038460168],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.010117691,0.0003927635,0.0005900528,0.00011917621,0.001886008,0.0012954242,0.00072082377,0.00029569078,0.0012554454],"category_scores_gemma":[0.0019173791,0.0003153687,0.0003199049,0.00089397037,0.007658441,0.00066564634,0.00018787471,0.0005527468,0.00021261135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007554085,0.00066223857,0.000066696186,0.000075385695,0.00012854551,0.00022444993,0.0040931893,0.001039485,0.0018288628,0.9841439,0.0008788363,0.006782853],"study_design_scores_gemma":[0.00045352845,0.0002833661,0.00012276536,0.00027613528,0.00018889847,0.00010194035,0.0014579211,0.0059394343,0.010398007,0.9404316,0.03984735,0.00049903814],"about_ca_topic_score_codex":0.0038381282,"about_ca_topic_score_gemma":0.0005504493,"teacher_disagreement_score":0.92125165,"about_ca_system_score_codex":0.000083747604,"about_ca_system_score_gemma":0.0021191072,"threshold_uncertainty_score":0.99992985},"labels":[],"label_agreement":null},{"id":"W3169728401","doi":"10.3917/sdd.013.0027","title":"L’agentivité des systèmes immersifs de réalité virtuelle en situation de codesign : étude comparative entre le Hyve-3D et un environnement traditionnel","year":2021,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Humanities; Art; Political science","score_opus":0.10296706013272595,"score_gpt":0.29220141124861576,"score_spread":0.18923435111588982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3169728401","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042411126,0.0032124314,0.9361216,0.0142537,0.0002500883,0.0005460893,0.000051016206,0.00007200032,0.0030819934],"genre_scores_gemma":[0.84890854,0.00096007035,0.1483681,0.00091757195,0.00010995636,0.000086042775,0.000019088715,0.000013599683,0.0006170419],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9931805,0.0036278947,0.000526426,0.0009514635,0.0007599527,0.00095373957],"domain_scores_gemma":[0.997267,0.0012753834,0.0002843439,0.0005225854,0.00021470679,0.0004359942],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0059217173,0.000372744,0.00039585313,0.00015913763,0.0016123552,0.001054847,0.0010534658,0.00016256174,0.0002717285],"category_scores_gemma":[0.0002774476,0.00039441386,0.00016021499,0.0014662094,0.0011162778,0.0018707765,0.00023100863,0.00025501975,0.0001814891],"study_design_candidate":"theoretical_or_conceptual","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":[0.000022125798,0.0016027836,0.0003456695,0.000077228295,0.00013415964,0.00009642148,0.052199356,0.071012266,0.036309723,0.8039472,0.003318475,0.030934596],"study_design_scores_gemma":[0.0011310574,0.0007972664,0.023210997,0.00033113186,0.00013801277,0.00035856912,0.013073817,0.6985515,0.10881758,0.15005152,0.0026646957,0.0008738635],"about_ca_topic_score_codex":0.00066558673,"about_ca_topic_score_gemma":0.00019441047,"teacher_disagreement_score":0.8064974,"about_ca_system_score_codex":0.00063921796,"about_ca_system_score_gemma":0.0026381288,"threshold_uncertainty_score":0.9999822},"labels":[],"label_agreement":null},{"id":"W4210283866","doi":"10.3917/sdd.014.0014","title":"Panser les blessures en soignant la mémoire : stratégies de mise en espace des lieux de mémoire d’atrocités","year":2022,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Cultural Identity and Heritage","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":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art","score_opus":0.052352513989572746,"score_gpt":0.2629538190569542,"score_spread":0.21060130506738145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210283866","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":[0.8736022,0.054493062,0.0029907161,0.019196095,0.0016159804,0.00078131666,0.00037475652,0.00032891287,0.046616945],"genre_scores_gemma":[0.8149141,0.0026832293,0.004651281,0.00026720442,0.000887612,0.00009308762,0.000007144465,0.000033205877,0.17646314],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99544543,0.0022265117,0.00031475307,0.0005067335,0.0006040851,0.00090249616],"domain_scores_gemma":[0.99860746,0.0007662197,0.0001448181,0.00019607243,0.00009692668,0.00018851123],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00372627,0.00033700213,0.0003211574,0.00013794607,0.006693386,0.0020097024,0.0009805162,0.00013638895,0.004654365],"category_scores_gemma":[0.0001554767,0.00030133,0.00021922549,0.00023961384,0.003072017,0.0009195591,0.00029430317,0.00051493756,0.00005003655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008465331,0.00033154007,0.0016823374,0.00030516853,0.000110619694,0.0003382401,0.24419442,0.010737085,0.006116867,0.69404554,0.029596848,0.012456674],"study_design_scores_gemma":[0.00034434313,0.00071527815,0.0018043192,0.00020413545,0.00017163633,0.00021067049,0.29751742,0.0027273514,0.0007026953,0.027090594,0.66787255,0.0006389838],"about_ca_topic_score_codex":0.009584163,"about_ca_topic_score_gemma":0.0065429583,"teacher_disagreement_score":0.66695493,"about_ca_system_score_codex":0.0003853628,"about_ca_system_score_gemma":0.0008320913,"threshold_uncertainty_score":0.99994385},"labels":[],"label_agreement":null},{"id":"W4212800704","doi":"10.3917/sdd.014.0009","title":"Éditorial","year":2022,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Computer science","score_opus":0.07510660690271753,"score_gpt":0.28596703107603794,"score_spread":0.2108604241733204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4212800704","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027299533,0.030225933,0.045928102,0.029924665,0.7869874,0.0028249114,0.0008527565,0.000926044,0.07503066],"genre_scores_gemma":[0.8498716,0.00009030855,0.054144066,0.000945825,0.044846743,0.00038535096,0.000010063419,0.00018236815,0.0495237],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99212503,0.0038431198,0.00029319045,0.00073444744,0.0020714623,0.00093277096],"domain_scores_gemma":[0.9986305,0.0005845221,0.0001878938,0.0003095026,0.00007989359,0.00020764301],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.016004957,0.00021384993,0.00020156759,0.00026586384,0.003432272,0.00036140034,0.0016040184,0.00005283228,0.017660838],"category_scores_gemma":[0.0004829287,0.00023546774,0.000105344916,0.0033863443,0.002210206,0.00069368625,0.0005242753,0.00037441,0.012693963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000772035,0.0002565324,0.00040677655,0.0000054601187,0.000013858937,0.000099835066,0.0010415644,0.06824985,0.0050250906,0.070605494,0.8518052,0.0024131117],"study_design_scores_gemma":[0.00053777767,0.001475915,0.00011454584,0.000009969809,0.00003996409,0.00015216814,0.0011216433,0.03190001,0.001141368,0.019983621,0.94311553,0.00040750465],"about_ca_topic_score_codex":0.00027049767,"about_ca_topic_score_gemma":0.0000059008426,"teacher_disagreement_score":0.82257205,"about_ca_system_score_codex":0.00072279293,"about_ca_system_score_gemma":0.0015550179,"threshold_uncertainty_score":0.99786514},"labels":[],"label_agreement":null},{"id":"W4235511934","doi":"10.3917/sdd.005.0009","title":"Éditorial","year":2017,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"","field":"","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":"Université Laval","funders":"","keywords":"Political science","score_opus":0.13959988655174876,"score_gpt":0.3467811502724224,"score_spread":0.20718126372067364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235511934","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025265481,0.009149335,0.053928755,0.034141153,0.6368906,0.0017511956,0.00018248131,0.00044973975,0.23824129],"genre_scores_gemma":[0.8572031,0.00016993734,0.055968784,0.00012627062,0.058211967,0.000028038852,9.0472844e-7,0.00008214728,0.02820884],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605346,0.0008684598,0.00025885116,0.0007239075,0.0011324786,0.0009628736],"domain_scores_gemma":[0.9977253,0.00035267227,0.00045076164,0.0009998516,0.00017676369,0.00029465382],"candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.011470215,0.00025191472,0.00024213578,0.00012436403,0.0053743753,0.0031642066,0.0032347436,0.00017331322,0.0015261602],"category_scores_gemma":[0.0031931188,0.00023722035,0.00010534871,0.00030965684,0.008545188,0.0026456579,0.0003067652,0.0002004719,0.047596045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007633209,0.0001898326,0.0046571433,0.000015567335,0.000025743897,0.00012566915,0.00058137806,0.0011908314,0.008803521,0.11751792,0.8542575,0.012558558],"study_design_scores_gemma":[0.0015015623,0.0011791427,0.009459183,0.00023760743,0.00011506112,0.00009637287,0.00020526527,0.029548107,0.013582376,0.069200836,0.87386405,0.001010425],"about_ca_topic_score_codex":0.0006486785,"about_ca_topic_score_gemma":0.00004297546,"teacher_disagreement_score":0.8319376,"about_ca_system_score_codex":0.00019343734,"about_ca_system_score_gemma":0.0009954107,"threshold_uncertainty_score":0.9993866},"labels":[],"label_agreement":null},{"id":"W4248854390","doi":"10.3917/sdd.009.0007","title":"Éditorial","year":2019,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science","score_opus":0.047591934487736756,"score_gpt":0.2778484876707426,"score_spread":0.23025655318300586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248854390","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14916077,0.012962073,0.027612366,0.009342172,0.6210854,0.0030955875,0.00012355893,0.0006085414,0.17600952],"genre_scores_gemma":[0.8433361,0.000114411996,0.0538515,0.0003458013,0.032588143,0.000026033566,0.0000026008297,0.00012002048,0.0696154],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99542314,0.0012795526,0.00028894775,0.0007724776,0.0012646538,0.0009712551],"domain_scores_gemma":[0.9983989,0.0006458167,0.00017304588,0.00040118652,0.00014978241,0.00023128984],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009311916,0.0002519228,0.00025790682,0.00020274383,0.00041061657,0.00052211626,0.0011550904,0.00017294254,0.008002496],"category_scores_gemma":[0.00044848796,0.00023651002,0.00010380416,0.0018705622,0.0018882267,0.0013336099,0.00012604837,0.00020609926,0.2797524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001156548,0.00025179182,0.00817996,0.00003731681,0.000029875016,0.000036678033,0.00094161,0.014530437,0.0392804,0.14965075,0.78300834,0.003937166],"study_design_scores_gemma":[0.0014358739,0.0020287689,0.0013380625,0.00019057305,0.00006562777,0.00008086807,0.00047935435,0.053264834,0.011410402,0.024133042,0.9046557,0.0009169236],"about_ca_topic_score_codex":0.0001725846,"about_ca_topic_score_gemma":0.000006217402,"teacher_disagreement_score":0.6941753,"about_ca_system_score_codex":0.000258743,"about_ca_system_score_gemma":0.0010289504,"threshold_uncertainty_score":0.9929043},"labels":[],"label_agreement":null},{"id":"W4256282814","doi":"10.3917/sdd.002.0007","title":"Éditorial","year":2015,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"","field":"","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":"Université de Montréal","funders":"","keywords":"Chemistry","score_opus":0.21249237751873856,"score_gpt":0.3287667471238058,"score_spread":0.11627436960506726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256282814","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017219137,0.029484132,0.1510667,0.0196681,0.6166274,0.0018924398,0.0001350032,0.00085858756,0.16304849],"genre_scores_gemma":[0.5852332,0.00012189404,0.25021413,0.0005880113,0.12041228,0.00006847301,0.0000050628387,0.00020235569,0.043154612],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946002,0.0018616533,0.0002976911,0.0006429349,0.0016579541,0.000939563],"domain_scores_gemma":[0.99810123,0.00039448636,0.0001650556,0.00031859567,0.0003594382,0.00066120975],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.017465744,0.00024706707,0.00023180587,0.00020005848,0.00044820493,0.0005955617,0.001126942,0.00016477228,0.0006521105],"category_scores_gemma":[0.0022524127,0.00023055938,0.00007275422,0.0021338337,0.0034992157,0.0014254635,0.00013739137,0.00018296005,0.07178927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006796895,0.0001389528,0.00065392227,0.000004707246,0.000010264543,0.000051755207,0.0011660545,0.0076489314,0.0012320259,0.043187726,0.9437904,0.0020472915],"study_design_scores_gemma":[0.001264505,0.0015941908,0.00011825941,0.000068941226,0.000059931524,0.00011075731,0.00090901344,0.033409484,0.003984027,0.058493517,0.8994007,0.0005866429],"about_ca_topic_score_codex":0.00034555158,"about_ca_topic_score_gemma":0.000016534867,"teacher_disagreement_score":0.568014,"about_ca_system_score_codex":0.00045488332,"about_ca_system_score_gemma":0.0026268205,"threshold_uncertainty_score":0.9992127},"labels":[],"label_agreement":null},{"id":"W4302299785","doi":"10.3917/sdd.015.0009","title":"Éditorial","year":2022,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Business","score_opus":0.07510660690271753,"score_gpt":0.28596703107603794,"score_spread":0.2108604241733204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302299785","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027299533,0.030225933,0.045928102,0.029924665,0.7869874,0.0028249114,0.0008527565,0.000926044,0.07503066],"genre_scores_gemma":[0.8498716,0.00009030855,0.054144066,0.000945825,0.044846743,0.00038535096,0.000010063419,0.00018236815,0.0495237],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99212503,0.0038431198,0.00029319045,0.00073444744,0.0020714623,0.00093277096],"domain_scores_gemma":[0.9986305,0.0005845221,0.0001878938,0.0003095026,0.00007989359,0.00020764301],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.016004957,0.00021384993,0.00020156759,0.00026586384,0.003432272,0.00036140034,0.0016040184,0.00005283228,0.017660838],"category_scores_gemma":[0.0004829287,0.00023546774,0.000105344916,0.0033863443,0.002210206,0.00069368625,0.0005242753,0.00037441,0.012693963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000772035,0.0002565324,0.00040677655,0.0000054601187,0.000013858937,0.000099835066,0.0010415644,0.06824985,0.0050250906,0.070605494,0.8518052,0.0024131117],"study_design_scores_gemma":[0.00053777767,0.001475915,0.00011454584,0.000009969809,0.00003996409,0.00015216814,0.0011216433,0.03190001,0.001141368,0.019983621,0.94311553,0.00040750465],"about_ca_topic_score_codex":0.00027049767,"about_ca_topic_score_gemma":0.0000059008426,"teacher_disagreement_score":0.82257205,"about_ca_system_score_codex":0.00072279293,"about_ca_system_score_gemma":0.0015550179,"threshold_uncertainty_score":0.99786514},"labels":[],"label_agreement":null},{"id":"W4379016722","doi":"10.3917/sdd.016.0010","title":"La pluralité de la recherche en design : tentative de clarification et de modélisation de la recherche-action, de la recherche-création et de la recherche-projet","year":2023,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Design Education and Practice","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Art; Philosophy","score_opus":0.7927047656319487,"score_gpt":0.5585093945263855,"score_spread":0.2341953711055632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379016722","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017075332,0.0008172851,0.9335927,0.010427026,0.0003947986,0.0009951416,0.000020815607,0.0007898465,0.035887092],"genre_scores_gemma":[0.1250198,0.010687847,0.8565591,0.0012279652,0.0003460534,0.00067131815,0.000051862837,0.00016536472,0.0052706758],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.57050854,0.42524037,0.0009253973,0.0010920314,0.00075276056,0.0014809],"domain_scores_gemma":[0.74459106,0.25342196,0.0005141786,0.0005719,0.00036908826,0.00053180574],"candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.4578687,0.0006717246,0.0004762059,0.0006986427,0.00055268937,0.0015641281,0.001083364,0.0055749747,0.00023853933],"category_scores_gemma":[0.1592589,0.0007659049,0.00020061745,0.004244147,0.0010790135,0.002331237,0.00008179569,0.007864269,0.00020274175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004016901,0.0006897248,0.0032894297,0.00037039467,0.00024043676,0.00006816915,0.2519511,0.25839657,0.32424375,0.05958921,0.021909703,0.078849845],"study_design_scores_gemma":[0.0011575997,0.00029309772,0.019055312,0.00044945057,0.00036516692,0.00081384944,0.033363827,0.36223552,0.07849166,0.47780657,0.024730962,0.0012370021],"about_ca_topic_score_codex":0.0035248692,"about_ca_topic_score_gemma":0.000068421214,"teacher_disagreement_score":0.41821736,"about_ca_system_score_codex":0.015762603,"about_ca_system_score_gemma":0.014936029,"threshold_uncertainty_score":0.9994792},"labels":[],"label_agreement":null},{"id":"W4401077699","doi":"10.3917/sdd.019.0180","title":"Vers une bonification de la réparation professionnelle et de l’autoréparation : l’expérience de deux personas propriétaires d’un réfrigérateur et d’un téléphone intelligent","year":2024,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"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":"","keywords":"Art; Humanities","score_opus":0.040915101347362565,"score_gpt":0.35652621488014125,"score_spread":0.3156111135327787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401077699","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":[0.62488705,0.009778908,0.26850465,0.076723136,0.0033172218,0.001251876,0.000015559559,0.0003201177,0.015201486],"genre_scores_gemma":[0.9757742,0.004496945,0.014612344,0.0009259578,0.00047060396,0.00016426796,0.000003906686,0.000022246822,0.0035295088],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99204636,0.004182789,0.00049367175,0.0009261287,0.0012735191,0.0010775105],"domain_scores_gemma":[0.9975715,0.001389004,0.00032087584,0.00021561568,0.00015905999,0.0003439462],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.018142484,0.0003301234,0.00026205165,0.00012278782,0.0022409966,0.0013648911,0.00095196173,0.00036689086,0.00031042332],"category_scores_gemma":[0.0010899055,0.00029959864,0.00015325155,0.0033742718,0.0027877921,0.0021621669,0.00008601566,0.00048874726,0.00019740469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043130498,0.00027110975,0.002638587,0.000065638735,0.000024812418,0.000053822023,0.36443043,0.009503765,0.006523511,0.5772942,0.009481074,0.029669954],"study_design_scores_gemma":[0.00062353007,0.0011206138,0.030695925,0.001257994,0.00019555514,0.00015021735,0.17404392,0.32791102,0.024606356,0.28685123,0.15080181,0.0017418267],"about_ca_topic_score_codex":0.017331023,"about_ca_topic_score_gemma":0.0024803733,"teacher_disagreement_score":0.35088715,"about_ca_system_score_codex":0.0013576549,"about_ca_system_score_gemma":0.007461183,"threshold_uncertainty_score":0.99994564},"labels":[],"label_agreement":null},{"id":"W4401080025","doi":"10.3917/sdd.019.0100","title":"Prendre soin par la couleur : du design tinctorial au care","year":2024,"lang":"fr","type":"article","venue":"Sciences du Design","topic":"Color perception and design","field":"Psychology","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":"Concordia University","funders":"","keywords":"Art; Humanities","score_opus":0.07517230199299901,"score_gpt":0.3544616232700209,"score_spread":0.2792893212770219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401080025","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009413337,0.018736275,0.72870255,0.010745327,0.076060906,0.002400202,0.00013171785,0.0010311921,0.15277852],"genre_scores_gemma":[0.9508406,0.0005112496,0.013494074,0.0006498814,0.008439309,0.00020523857,0.000013113245,0.000095518175,0.025751015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9902666,0.005602724,0.0006244335,0.0014571144,0.00084307056,0.0012060272],"domain_scores_gemma":[0.9964627,0.0022871234,0.00013020883,0.0005131495,0.00019184452,0.00041496917],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007579634,0.0005429712,0.00046847452,0.00042010302,0.00093084876,0.0010206716,0.0010067117,0.00059850875,0.012592935],"category_scores_gemma":[0.00033858782,0.00050415343,0.00028720265,0.0015612192,0.0020834308,0.00056502456,0.00012804479,0.0005920647,0.009580193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005267939,0.0004461612,0.0013672077,0.00027464321,0.00015202336,0.0012158098,0.0650715,0.0034256827,0.0026568826,0.08230381,0.7556295,0.08693003],"study_design_scores_gemma":[0.0017017046,0.003170669,0.0032155444,0.00046642293,0.00030130596,0.0006933841,0.007819987,0.022332663,0.000698128,0.008478672,0.94980615,0.0013153915],"about_ca_topic_score_codex":0.0005930438,"about_ca_topic_score_gemma":0.00011465368,"teacher_disagreement_score":0.9414273,"about_ca_system_score_codex":0.0005000042,"about_ca_system_score_gemma":0.0025390976,"threshold_uncertainty_score":0.999741},"labels":[],"label_agreement":null}]}