{"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","author_layer_release":"2026-06-26"},"query_hash":"439cc8531837","filters":{"venue":"Acta Tecnología"}},"results":[{"id":"W4405678752","doi":"10.22306/atec.v10i4.230","title":"Design of an affordable dynamic arm support for motorized wheelchairs","year":2024,"lang":"en","type":"article","venue":"Acta Tecnología","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Innovation, Science and Economic Development Canada","keywords":"Adaptability; Computer science; Assistive technology; Mechanism (biology); Linkage (software); Focus (optics); Simulation; Four-bar linkage; Physical medicine and rehabilitation; Human–computer interaction; Artificial intelligence; Motion (physics); Medicine","authors":[{"name":"Alexandre Campeau‐Lecours","is_ca":false},{"name":"Charles Doyon","is_ca":false},{"name":"Simon Latour","is_ca":false},{"name":"Thierry Laliberté","is_ca":false},{"name":"Jean‐Sébastien Roy","is_ca":false},{"name":"Véronique H. Flamand","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01148805669052076,"gpt":0.2438860390485328,"spread":0.232397982358012,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000175657,0.0001074584,0.0001513621,0.0001100622,0.00002578579,0.00002124508,0.0001390303,0.000109239,0.00004537987],"category_scores_gemma":[0.00002992063,0.00009439085,0.00005750513,0.0001172136,0.000044099,0.00009847962,0.0000145606,0.00008697886,0.00001035886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004393437,"about_ca_system_score_gemma":0.00003523644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001578127,"about_ca_topic_score_gemma":0.000001249819,"domain_scores_codex":[0.9993843,0.00001080835,0.0001971224,0.000139749,0.00007278965,0.0001951889],"domain_scores_gemma":[0.9995757,0.0001157194,0.00001629406,0.0002147901,0.00003596019,0.00004148568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005795189,0.0001832289,0.00001632818,0.001132469,0.0002300784,0.00001076005,0.001299089,0.2397451,0.7159404,0.005130799,0.002493294,0.03376052],"study_design_scores_gemma":[0.0003502861,0.0006859031,0.00004711444,0.00004123257,0.00003659428,0.000008227904,0.00009097885,0.960722,0.01514082,0.009597513,0.01307661,0.0002027304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1293788,0.0007316456,0.8640931,0.0005180932,0.001903887,0.00120313,0.00008429926,0.001242045,0.0008449965],"genre_scores_gemma":[0.9514462,0.00006136012,0.04791519,0.000008387191,0.00001940691,0.00005649429,0.00002359897,0.00004179731,0.0004275295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8220675,"threshold_uncertainty_score":0.3849147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402978052","doi":"10.22306/atec.v10i3.217","title":"Development of a robotic wheel door opener system assistive device","year":2024,"lang":"en","type":"article","venue":"Acta Tecnología","topic":"Gaze Tracking and Assistive Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Centre for Interdisciplinary Research in Rehabilitation","keywords":"Computer science; Human–computer interaction; Automotive engineering; Embedded system; Engineering","authors":[{"name":"Amine Mazouzi","is_ca":false},{"name":"Simon Latour","is_ca":false},{"name":"Alexandre Campeau‐Lecours","is_ca":false},{"name":"François Routhier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02584628079146395,"gpt":0.2619702882236122,"spread":0.2361240074321482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003091832,0.0001929588,0.0003004894,0.0002813137,0.0001105805,0.000105866,0.001177488,0.0001642198,0.000009209708],"category_scores_gemma":[0.00005476884,0.000154622,0.00006677376,0.0006592987,0.00009865624,0.000243826,0.0004760345,0.0002577768,0.0001916458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001625254,"about_ca_system_score_gemma":0.0002565006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001670506,"about_ca_topic_score_gemma":0.00001876691,"domain_scores_codex":[0.9984785,0.00004855431,0.0003720386,0.0005436941,0.0002145994,0.0003426289],"domain_scores_gemma":[0.9990707,0.0001201192,0.00009999841,0.0005625605,0.00009238353,0.00005423585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001551486,0.000290614,0.001841211,0.0009644508,0.0006684331,0.0004600516,0.00225462,0.00005623302,0.08317506,0.3765531,0.00476241,0.5289583],"study_design_scores_gemma":[0.001935917,0.0007625174,0.2138467,0.00553845,0.0003311859,0.001067532,0.002680748,0.09785907,0.3469535,0.002263729,0.3234794,0.003281301],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3120894,0.001477557,0.6669027,0.004165678,0.001939287,0.0004617059,0.000006515663,0.00382694,0.009130328],"genre_scores_gemma":[0.8819973,0.000003313048,0.1175867,0.00004105941,0.00001975521,0.00003616454,0.000002089033,0.00001300127,0.0003006073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5699079,"threshold_uncertainty_score":0.6305303,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400145689","doi":"10.22306/atec.v10i2.203","title":"Development of a robotic handwriting assistant for children with movement disorder","year":2024,"lang":"en","type":"article","venue":"Acta Tecnología","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Handwriting; Movement (music); Psychology; Computer science; Human–computer interaction; Physical medicine and rehabilitation; Artificial intelligence; Communication; Medicine; Art","authors":[{"name":"Ismael Breton","is_ca":true},{"name":"Alexandre Campeau‐Lecours","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05307113748846897,"gpt":0.388738606764751,"spread":0.335667469276282,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005128531,0.0001278327,0.0002235045,0.0001064984,0.0004744409,0.000005590455,0.0002824518,0.0001749654,0.0001029601],"category_scores_gemma":[0.0001491938,0.00009239116,0.00004100136,0.0001862654,0.0001497422,0.00004807201,0.0002021816,0.000402992,0.00001677309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517744,"about_ca_system_score_gemma":0.0003570691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524987,"about_ca_topic_score_gemma":0.0003990556,"domain_scores_codex":[0.9987987,0.00007496423,0.0004568297,0.0002609902,0.0001071117,0.0003013581],"domain_scores_gemma":[0.9988889,0.0003552198,0.0001383236,0.0004755212,0.0001076885,0.00003431632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002337255,0.0007781715,0.6810551,0.001285769,0.001326674,0.000002378382,0.005566197,0.00001067372,0.01324529,0.04263977,0.007738211,0.246118],"study_design_scores_gemma":[0.001626983,0.0002644284,0.8935972,0.001088225,0.0001267983,0.000002334397,0.005995412,0.0005030179,0.002409291,0.001418991,0.09256832,0.0003989884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355641,0.0008016871,0.05374541,0.004937783,0.0001760358,0.002004265,0.00003381893,0.0006117222,0.002125198],"genre_scores_gemma":[0.9558685,0.00002587756,0.04252896,0.0001899211,0.00001683537,0.0007638038,0.00004485766,0.0000211683,0.0005400435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.245719,"threshold_uncertainty_score":0.3767602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}