{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":18,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":18,"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":"480d7d2c6f69","filters":{"venue":"Springer series in design and innovation"}},"results":[{"id":"W3211047714","doi":"10.1007/978-3-030-89735-2_1","title":"Narrative Infusion in Web Design","year":2021,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Narrative; Immediacy; Interactivity; Aesthetics; Sound design; Human–computer interaction; Computer science; Visual arts; Multimedia; Art; Literature; Epistemology","authors":[{"name":"Luciane Maria Fadel","is_ca":false},{"name":"Jim Bizzocchi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0482240035223448,"gpt":0.2824438347732525,"spread":0.2342198312509077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009839819,0.0001819571,0.0002631458,0.0005487942,0.00006460382,0.0001263967,0.0001054366,0.0003151004,0.0002186221],"category_scores_gemma":[0.0002818285,0.0001946935,0.00002078238,0.0004976652,0.0002371067,0.0004932685,0.00006790509,0.0002806822,0.000006294184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523408,"about_ca_system_score_gemma":0.0004563726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002418398,"about_ca_topic_score_gemma":0.0005774649,"domain_scores_codex":[0.9987652,0.00007989495,0.0003849521,0.0002929759,0.0002661817,0.0002107762],"domain_scores_gemma":[0.9994131,0.00009230531,0.0001540974,0.000119302,0.0001867631,0.00003448866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007260842,0.00001764032,0.00007321264,0.00002600683,0.000009642306,0.00003852921,0.02580821,0.00001674301,0.000428506,0.8530756,0.0007045041,0.1197288],"study_design_scores_gemma":[0.0003487246,0.000139698,0.000201266,0.0006556157,0.000005598926,0.000001691289,0.004538555,0.00003490351,0.0002754757,0.0270826,0.9663106,0.0004052312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003064293,0.0006301593,0.001522474,0.0006423467,0.0005386487,0.0006988386,0.00000209433,0.00004382771,0.9928573],"genre_scores_gemma":[0.02220188,0.003749173,0.005853045,0.0003289055,0.0002478262,0.00004696592,0.00003170558,0.00004066026,0.9674999],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9656062,"threshold_uncertainty_score":0.793937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414547502","doi":"10.1007/978-981-96-8908-8_69","title":"Fostering AI-Human Collaboration in Industry 5.0 Manufacturing","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Software deployment; SAFER; Industry 4.0; Manufacturing; Creativity; Human–machine system","authors":[{"name":"Ali Karevan","is_ca":true},{"name":"Sylvie Nadeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03337847319703258,"gpt":0.2639943848281599,"spread":0.2306159116311273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002448262,0.0003045216,0.0002775631,0.001468197,0.00004476757,0.0001798276,0.0001169539,0.0008432216,0.00005714423],"category_scores_gemma":[0.00001371567,0.0003881081,0.00001555366,0.0003931339,0.00004925156,0.001130829,0.00008661844,0.001067222,0.000004877398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758183,"about_ca_system_score_gemma":0.0000512375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002612072,"about_ca_topic_score_gemma":0.00001841046,"domain_scores_codex":[0.9986774,0.00001031147,0.0007238779,0.0002336875,0.0001541,0.0002005689],"domain_scores_gemma":[0.9996128,0.00002517453,0.00008111597,0.0001896241,0.00006988495,0.00002139259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007787539,0.00002191178,0.0003374897,0.001915632,0.00008861185,0.00004417931,0.001029218,0.02920326,0.002119313,0.846866,0.002770311,0.1155262],"study_design_scores_gemma":[0.005153884,0.000469276,0.004329384,0.01713271,0.00009381729,0.00006349083,0.001330035,0.01118845,0.1700065,0.3173951,0.4664773,0.006360084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01025987,0.0001542409,0.007800406,0.0001952511,0.000731166,0.0008070259,0.00001999227,0.0002930048,0.979739],"genre_scores_gemma":[0.872148,0.0003060033,0.002731061,0.0002802214,0.0002483764,0.0001912392,0.0002309358,0.0001841759,0.12368],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8618881,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414547188","doi":"10.1007/978-981-96-9334-4_18","title":"Passive Industrial Exoskeletons as a Possible Solution for the Prevention of Work-Related Musculoskeletal Disorders in the Chilean Mining Industry: A Panoramic Review","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Occupational Health and Safety in Workplaces","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Exoskeleton; Work (physics); Wearable computer; Human factors and ergonomics; Occupational safety and health; Musculoskeletal disorder; Purchasing; Work-related musculoskeletal disorders","authors":[{"name":"Carlos Ibarra","is_ca":false},{"name":"Denys Denis","is_ca":true},{"name":"Élise Ledoux","is_ca":true},{"name":"Nicole Vézina","is_ca":true},{"name":"Juan Carlos Velásquez-Valencia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06613884986877928,"gpt":0.3838524335997007,"spread":0.3177135837309214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002860385,0.0002729283,0.0004472112,0.0005400206,0.0005039778,0.00001318292,0.0002342019,0.0009911235,0.00009710343],"category_scores_gemma":[0.0008854641,0.0001968552,0.00008190037,0.00111839,0.0001644605,0.0001945996,0.00008441622,0.001755808,0.000002992845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707194,"about_ca_system_score_gemma":0.0009906263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006598238,"about_ca_topic_score_gemma":0.0002123796,"domain_scores_codex":[0.997153,0.000487259,0.001431099,0.0003175358,0.00027312,0.0003380263],"domain_scores_gemma":[0.9969764,0.001471462,0.001001005,0.0002947749,0.0002336122,0.00002277993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001678924,0.0001329408,0.008920432,0.006437525,0.0001941417,0.000001447774,0.003391365,0.0001247825,0.000008171008,0.5213531,0.01871312,0.4390441],"study_design_scores_gemma":[0.01410416,0.003868822,0.1014638,0.2015831,0.001253699,0.00001025957,0.00779383,0.001496551,0.00001673878,0.3270443,0.3386174,0.002747314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08175586,0.07396491,0.04021912,0.2611785,0.01569918,0.1516853,0.0005715941,0.0005405916,0.374385],"genre_scores_gemma":[0.5966138,0.07047502,0.006362172,0.006664833,0.001838161,0.01053776,0.002853929,0.0002996855,0.3043546],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5148579,"threshold_uncertainty_score":0.802752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414528890","doi":"10.1007/978-981-96-9334-4_4","title":"Gender, Intersectionality, Power Issues and Harmful Working Conditions","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Historical Gender and Feminism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Work (physics); Power (physics); Focus (optics)","authors":[{"name":"Marie Laberge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09100376244024243,"gpt":0.3319368805189433,"spread":0.2409331180787008,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004993464,0.0001605968,0.0002197172,0.0004400696,0.0004393308,0.00007670176,0.0000732601,0.0002142032,0.0001669424],"category_scores_gemma":[0.0001118936,0.0001774832,0.0000220105,0.000264432,0.0003999247,0.0001639982,0.00009145063,0.0002415262,0.000003401465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001401048,"about_ca_system_score_gemma":0.00009742097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007849301,"about_ca_topic_score_gemma":0.00006030404,"domain_scores_codex":[0.9990378,0.00004335997,0.0002999843,0.000279563,0.0001866764,0.0001526237],"domain_scores_gemma":[0.999545,0.0000926788,0.00009965747,0.00008885084,0.0001485841,0.00002526173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002000867,0.000007774122,0.0003427366,0.00002856475,0.0000398615,0.000003269141,0.01768079,3.696469e-7,0.00002507257,0.9715527,0.005795458,0.004503371],"study_design_scores_gemma":[0.0001222371,0.00003744078,0.001111664,0.0001478809,0.00001937555,0.000001165293,0.00319641,0.000001970993,0.00001389005,0.2564514,0.7386451,0.0002514495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000866209,0.002062733,0.002756833,0.0007593013,0.000762184,0.0002843156,0.000006177515,0.0000607789,0.993221],"genre_scores_gemma":[0.3592333,0.006334425,0.002949086,0.0005900963,0.0003893241,0.00005286183,0.00002703626,0.00002839429,0.6303955],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7328496,"threshold_uncertainty_score":0.7237555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412608426","doi":"10.1007/978-981-96-8904-0_58","title":"Equations for Estimating Dynamic Upper-Limb Exoskeleton Support","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor; Ontario Tech University","funders":"","keywords":"Exoskeleton; Physical medicine and rehabilitation; Computer science; Medicine","authors":[{"name":"Michael W. B. Watterworth","is_ca":true},{"name":"Ryuta Dharmaputra","is_ca":true},{"name":"Ryan Porto","is_ca":false},{"name":"Joel Cort","is_ca":true},{"name":"Nicholas J. La Delfa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01879516619921012,"gpt":0.2528757137514948,"spread":0.2340805475522847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000302895,0.000220215,0.0002340884,0.0006924482,0.0000761328,0.00005292331,0.0000803229,0.0002405791,0.00002514475],"category_scores_gemma":[0.0001385627,0.0002465999,0.00003738479,0.000183043,0.00005995149,0.0001393578,0.00003212525,0.0002029983,0.000003329905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143109,"about_ca_system_score_gemma":0.00006514978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.001178e-7,"about_ca_topic_score_gemma":0.00000265558,"domain_scores_codex":[0.9990106,0.000006220092,0.0005136747,0.0002096172,0.00009821241,0.000161625],"domain_scores_gemma":[0.9993816,0.0001649987,0.00008775062,0.000178719,0.0001699747,0.00001695214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000201313,0.00000897444,0.000008978406,0.0008408951,0.00004108752,8.692944e-7,0.0002309884,0.04295588,0.0009163059,0.8954599,0.000703059,0.05881296],"study_design_scores_gemma":[0.0004343953,0.0002705771,0.00006881337,0.0005995384,0.00004336288,0.000002945662,0.00003334682,0.821309,0.000382421,0.1364906,0.03974299,0.0006220781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00009536356,0.0001871735,0.9710571,0.0002469447,0.0007685653,0.0007839826,0.00002226832,0.0001399202,0.02669866],"genre_scores_gemma":[0.01684437,0.0003751362,0.8211058,0.0001413261,0.0001353808,0.000267076,0.0004431099,0.0001530601,0.1605348],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7783531,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414547065","doi":"10.1007/978-981-96-8908-8_35","title":"Women’s Inclusion in Mining Work: The Dialectic Between Reality and Policy","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Labor Movements and Unions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Workforce; Inclusion (mineral); Dialectic; Work (physics); Production (economics); Mining industry; Subject (documents)","authors":[{"name":"Pamela Astudillo Cornejo","is_ca":false},{"name":"Élise Ledoux","is_ca":true},{"name":"Nicole Vézina","is_ca":true},{"name":"Andrés Fandiño‐Losada","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0506807007275298,"gpt":0.3117260762375728,"spread":0.261045375510043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001910024,0.0001315564,0.0001917331,0.000589637,0.0005406745,0.00009556971,0.0001362253,0.0001987162,0.0000234979],"category_scores_gemma":[0.00029202,0.000110845,0.000009055232,0.000825031,0.0002432643,0.0001939983,0.0004937181,0.0002371825,1.310192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003408979,"about_ca_system_score_gemma":0.0002638671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188611,"about_ca_topic_score_gemma":0.001275618,"domain_scores_codex":[0.9989427,0.000104848,0.0003278328,0.0002145719,0.0001974318,0.0002125588],"domain_scores_gemma":[0.9994614,0.0001749085,0.0001346809,0.0001301644,0.00007659876,0.00002231533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002145974,0.000004640724,0.003394665,0.00001224361,0.000009589118,0.000001015898,0.01432671,9.517382e-7,0.000009157356,0.9004847,0.0001517818,0.0815831],"study_design_scores_gemma":[0.0004062571,0.00007648247,0.1330833,0.0005375398,0.00001438903,1.625316e-7,0.001323856,0.000005172267,0.00002379785,0.4031917,0.4609766,0.0003608074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2498847,0.0009115958,0.001275972,0.02623376,0.000675791,0.002195283,0.00002539015,0.0001087623,0.7186888],"genre_scores_gemma":[0.8598133,0.001921466,0.0004930597,0.001234278,0.0004472488,0.00006678698,0.00001662857,0.00002166706,0.1359855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6099287,"threshold_uncertainty_score":0.4520126,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414547962","doi":"10.1007/978-981-96-9334-4_5","title":"IEA “Ergonomics in a Nutshell” Publications: Communicating Directly to Key Stakeholder Groups","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Moncton","funders":"","keywords":"Key (lock); Stakeholder; Product (mathematics); Subject (documents); New product development; Human factors and ergonomics","authors":[{"name":"Karen Lange-Morales","is_ca":false},{"name":"Andrew S. Imada","is_ca":false},{"name":"David Caple","is_ca":false},{"name":"Nancy L. Black","is_ca":true},{"name":"Andrew Thatcher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05155700127596793,"gpt":0.2328249674093058,"spread":0.1812679661333379,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004357448,0.0002949818,0.0003441641,0.001584332,0.00006577606,0.0001494292,0.0002830449,0.0002527439,0.00003987267],"category_scores_gemma":[0.0000532454,0.000369979,0.00002372923,0.0004053639,0.00004976559,0.0003151011,0.0001498154,0.0004984818,0.000008283268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003278336,"about_ca_system_score_gemma":0.00005896504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001637354,"about_ca_topic_score_gemma":0.0001974712,"domain_scores_codex":[0.9986869,0.00001630101,0.0007093152,0.0002934168,0.00007522465,0.0002188341],"domain_scores_gemma":[0.999195,0.00008557847,0.0001065034,0.0004917012,0.00009005759,0.00003118255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003965343,0.00001457917,0.0003330073,0.0001625057,0.00004168058,0.000001097354,0.00106926,0.002542748,0.0005243411,0.978609,0.001596232,0.01506591],"study_design_scores_gemma":[0.001274276,0.0001791298,0.0105968,0.002392973,0.0000425893,0.000004795565,0.0003079146,0.01208825,0.001826542,0.06398319,0.9047047,0.002598857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09790464,0.002674955,0.02188861,0.0007721314,0.001239231,0.002838364,0.00007160931,0.0007357379,0.8718747],"genre_scores_gemma":[0.6397406,0.01121564,0.1049522,0.00134979,0.0004967597,0.0009867937,0.0007792274,0.0006516188,0.2398273],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9146258,"threshold_uncertainty_score":0.9998752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388343297","doi":"10.1007/978-3-031-32198-6_9","title":"Shared Sensemaking and Clinical Decision-Making in Critical Care from a SA-Oriented Dashboard","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Polytechnique Montréal","funders":"","keywords":"Sensemaking; Dashboard; Critical success factor; Context (archaeology); Situation awareness; Knowledge management; Health care; Triage; Resource (disambiguation); Medicine; Process management; Nursing; Psychology; Computer science; Medical emergency; Business; Engineering; Data science","authors":[{"name":"Lise Boudreault","is_ca":true},{"name":"Philippe Jouvet","is_ca":true},{"name":"Philippe Doyon-Poulin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.158881708331393,"gpt":0.4710900655579586,"spread":0.3122083572265656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001650267,0.0002898124,0.0005632887,0.0009343855,0.0004270252,0.00006422291,0.0000845532,0.0009645352,0.0001095401],"category_scores_gemma":[0.003037774,0.0003035284,0.00002993205,0.0005100355,0.000130987,0.0003400857,0.0001990724,0.001373603,0.00002201665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002246605,"about_ca_system_score_gemma":0.0004140107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008783227,"about_ca_topic_score_gemma":0.0007608649,"domain_scores_codex":[0.9966581,0.0003175221,0.001739052,0.0006880944,0.0002587488,0.0003384396],"domain_scores_gemma":[0.9965048,0.002199711,0.0002873262,0.0003143952,0.000630662,0.0000630809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0011208,0.000047532,0.04820676,0.001081531,0.00005872909,0.0001951769,0.01435469,0.0004479429,0.00005250016,0.8151717,0.0005595056,0.1187032],"study_design_scores_gemma":[0.01198647,0.002186952,0.2963896,0.09709535,0.0003510295,0.00002965398,0.03075846,0.1508522,0.00002243442,0.3390244,0.06498786,0.006315665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2952236,0.005187776,0.5696359,0.009146876,0.01745315,0.01480274,0.0007739595,0.001567589,0.08620844],"genre_scores_gemma":[0.6308972,0.002614633,0.3498526,0.002057763,0.001314067,0.0002999204,0.0008487743,0.0003499024,0.01176514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4761473,"threshold_uncertainty_score":0.9999417,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413842750","doi":"10.1007/978-981-95-0211-0_44","title":"A Review of Anthropometric Databases for an Inclusive Workforce: Constructing Databases","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Conestoga College; École de Technologie Supérieure","funders":"","keywords":"Database; Workforce; Computer science; Political science","authors":[{"name":"Ana María Rincón‐Jaramillo","is_ca":true},{"name":"Marcus Yung","is_ca":true},{"name":"Amin Yazdani","is_ca":true},{"name":"Ornwipa Thamsuwan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0857762807835614,"gpt":0.3790739291439575,"spread":0.2932976483603961,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006208509,0.0002571198,0.0005130401,0.001196396,0.00007161891,0.00001297525,0.0001441919,0.0001180842,0.0001850024],"category_scores_gemma":[0.0003590806,0.0002732074,0.00004833973,0.0006128097,0.0002500419,0.000280878,0.0001532211,0.0001956432,0.000001252906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004183306,"about_ca_system_score_gemma":0.0001231426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005458724,"about_ca_topic_score_gemma":0.00002719067,"domain_scores_codex":[0.998486,0.00003801832,0.0007608935,0.0004488949,0.0000866177,0.0001796087],"domain_scores_gemma":[0.9985286,0.0002201554,0.0005173042,0.0004374453,0.00027568,0.00002081268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001239579,0.00003148333,0.00009236319,0.003809959,0.00006211978,9.986904e-7,0.00006070172,6.70999e-7,0.00006479125,0.8703877,0.002696651,0.1226687],"study_design_scores_gemma":[0.001571684,0.0009451911,0.0003080798,0.0312986,0.0002477676,0.00001625672,0.0007834319,0.00004447985,0.0003307513,0.01898703,0.9443358,0.001130905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.001677755,0.1844644,0.1290563,0.0004645316,0.002886237,0.00656176,0.001326185,0.0001277224,0.6734351],"genre_scores_gemma":[0.01399624,0.526878,0.286433,0.006458154,0.0009408825,0.001289832,0.01193891,0.0005050146,0.15156],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9416392,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414724154","doi":"10.1007/978-981-95-0289-9_50","title":"Generating Design Guidelines for Alternative Medication Management Tools from Medical Cannabis Patients","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Cannabis and Cannabinoid Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Cannabis; Medical cannabis; Chronic pain; MEDLINE; Effects of cannabis; Alternative medicine; Health professionals","authors":[{"name":"Deepthi Rajagopal","is_ca":false},{"name":"Douglas Bruce","is_ca":false},{"name":"Elissa Foster","is_ca":false},{"name":"Olayele Adelakun","is_ca":false},{"name":"Enid Montague","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0847901803385646,"gpt":0.3459876507518742,"spread":0.2611974704133095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001234877,0.0003227594,0.0004744226,0.0008638733,0.0001121954,0.00007842106,0.0001734541,0.000386739,0.0002114689],"category_scores_gemma":[0.001508177,0.0002985022,0.00005512893,0.0002593198,0.0001342953,0.0001830736,0.0001540375,0.00036157,0.000002575065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798053,"about_ca_system_score_gemma":0.0004513779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005905315,"about_ca_topic_score_gemma":0.00001557193,"domain_scores_codex":[0.9972855,0.00004614348,0.0009886438,0.0005865062,0.000825484,0.0002676479],"domain_scores_gemma":[0.9976867,0.00006313997,0.0002819084,0.0003128018,0.001568496,0.00008698482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009907228,0.00007991075,0.0002022983,0.000631714,0.0003440986,0.00003472595,0.0002308802,0.00007171065,0.0002863966,0.09969579,0.3545347,0.5428971],"study_design_scores_gemma":[0.005991051,0.001175712,0.002545794,0.004387351,0.0002700238,0.000007098002,0.000125924,0.01758476,0.003472571,0.02405025,0.9394279,0.0009615248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00346031,0.002756115,0.8668167,0.05673764,0.002588623,0.01349517,0.0002677916,0.000209041,0.05366859],"genre_scores_gemma":[0.001239824,0.004085226,0.1568061,0.006490861,0.00160355,0.001868314,0.00232124,0.0001634108,0.8254215],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.771753,"threshold_uncertainty_score":0.9999467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414547572","doi":"10.1007/978-981-96-8908-8_39","title":"Effects of Implementing Ergonomyx Technologies Inc. Dynamic Workstations on Heart Rate Variability (HRV) Indicators","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor; Université de Moncton","funders":"","keywords":"Workstation; Heart rate variability; Heart rate; Dynamic stress","authors":[{"name":"Jade K. Samping","is_ca":true},{"name":"Nancy L. Black","is_ca":true},{"name":"Kevin Milne","is_ca":true},{"name":"Richard Michaud Langis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0105869277559453,"gpt":0.2578186637404529,"spread":0.2472317359845076,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001596534,0.0002658614,0.000589781,0.001484922,0.000088249,0.00002421368,0.00008011396,0.0003963202,0.00003494649],"category_scores_gemma":[0.0007556883,0.0002650231,0.00004478247,0.0005382749,0.0002077248,0.0001250074,0.0001107445,0.0005579878,0.000002550563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140114,"about_ca_system_score_gemma":0.0003748275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008314573,"about_ca_topic_score_gemma":0.000004502446,"domain_scores_codex":[0.9983298,0.0000809653,0.0008227405,0.0004289978,0.0001112529,0.0002263082],"domain_scores_gemma":[0.9985186,0.0006746326,0.0002816649,0.0003603511,0.0001449048,0.00001983766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004810398,0.0001651174,0.001599861,0.002231794,0.0002507321,0.000009386017,0.0002836977,0.00003843732,0.0303475,0.7650545,0.0002401447,0.1992978],"study_design_scores_gemma":[0.008457188,0.003088014,0.1072933,0.00985832,0.0008340655,0.00001544801,0.0004130749,0.006355168,0.08405735,0.2242382,0.553068,0.002321778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4343827,0.002794589,0.1944174,0.02752755,0.003078844,0.03623683,0.0003010402,0.002710148,0.2985508],"genre_scores_gemma":[0.9613828,0.0003138714,0.01190884,0.000391264,0.00004064762,0.000232984,0.0001237923,0.00004267328,0.02556314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5528279,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7084501826","doi":"10.1007/978-981-96-9330-6_75","title":"Ergonomics and Human Factors in Engineering Undergraduate Education: The Canadian Case","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université de Moncton","funders":"","keywords":"Accreditation; Presentation (obstetrics); Institution; Human factors and ergonomics; Human welfare; Engineering education; Welfare","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01635129220774043,"gpt":0.2141620561727632,"spread":0.1978107639650227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432464,0.00018451,0.0001563275,0.0008292854,0.0001036143,0.00008585807,0.00006298828,0.0001638526,0.00000701265],"category_scores_gemma":[0.00000797072,0.000183142,0.00000985907,0.0002419292,0.00003889339,0.0001136275,0.00002191207,0.0001840638,5.90567e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610563,"about_ca_system_score_gemma":0.0001320782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003940003,"about_ca_topic_score_gemma":0.03866044,"domain_scores_codex":[0.9993743,0.000005891818,0.0002994341,0.0001559379,0.00003435724,0.0001301332],"domain_scores_gemma":[0.9997092,0.00002607709,0.0000381756,0.0001652361,0.00003516034,0.00002607591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000286625,0.00000289361,0.0004046061,0.0001418824,0.00002059657,0.000008949424,0.0001858485,0.0006341563,0.0006894263,0.9957572,0.0003593505,0.001792273],"study_design_scores_gemma":[0.001602575,0.0002085176,0.04201288,0.002845897,0.0002192437,0.0004816988,0.0006821046,0.008125978,0.01552438,0.2316424,0.6918009,0.004853426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8712823,0.002879785,0.003667093,0.001306899,0.00207482,0.003309869,0.00008195011,0.0003639917,0.1150333],"genre_scores_gemma":[0.9934297,0.0003729767,0.0006972725,0.00004206492,0.00004872535,0.0000776052,0.00005133708,0.00003649825,0.005243817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7641147,"threshold_uncertainty_score":0.9788815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388345294","doi":"10.1007/978-3-031-32198-6_7","title":"A Multi-professional Approach to Investigating Musculoskeletal Injuries Among Medical Radiation Technologists: A Case Study for New Equipment","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Suite; Radiation Therapist; Process (computing); Human factors and ergonomics; Medicine; Engineering; Medical education; Medical emergency; Medical physics; Engineering management; Computer science; Poison control; Surgery; Radiation therapy","authors":[{"name":"Jean-Pierre Brunet","is_ca":true},{"name":"Anita Jogia","is_ca":true},{"name":"Julie Brown","is_ca":true},{"name":"Amanda Stuyt","is_ca":true},{"name":"Kayley Perfetto","is_ca":true},{"name":"Greg Leblanc","is_ca":true},{"name":"Jerry Plastino","is_ca":true},{"name":"Jill Smith","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05856327733985896,"gpt":0.3407226380527612,"spread":0.2821593607129022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001978727,0.0003802901,0.000545878,0.001429975,0.0001682594,0.00004230001,0.0001064573,0.0006242147,0.00001731741],"category_scores_gemma":[0.002236125,0.0003338494,0.00007516769,0.0006624856,0.000279427,0.000208549,0.000169491,0.0006017865,0.000004486715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042176,"about_ca_system_score_gemma":0.0003848548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007419027,"about_ca_topic_score_gemma":0.00006240615,"domain_scores_codex":[0.9974418,0.0000685171,0.0009800415,0.0006666799,0.0005650092,0.0002779658],"domain_scores_gemma":[0.9987991,0.0002039457,0.0002903513,0.0003106497,0.0002426583,0.0001533091],"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":[0.001813548,0.002230722,0.03324762,0.01497589,0.001191133,0.0005373631,0.03455768,0.0002915412,0.007687166,0.3443235,0.005433521,0.5537103],"study_design_scores_gemma":[0.07118415,0.05329957,0.4243353,0.03938661,0.002160186,0.001362929,0.1196006,0.1061556,0.002010038,0.1438826,0.0223057,0.01431665],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.828419,0.0002278061,0.1426062,0.003161217,0.001351238,0.01951481,0.00001835583,0.0007501261,0.003951298],"genre_scores_gemma":[0.6746393,0.00008697658,0.201766,0.0006274865,0.0009035629,0.002598404,0.0004810189,0.0002998005,0.1185974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5393937,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390443283","doi":"10.1007/978-3-031-49811-4_2","title":"“The Useful-Beautiful Couplet”: On the Aesthetic Appraisal of Designed Objects","year":2023,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Aesthetic Perception and Analysis","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":"University of Winnipeg","funders":"","keywords":"Couplet; Aesthetics; Art; History; Literature","authors":[{"name":"Jane Forsey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07446107149612773,"gpt":0.2822347397029014,"spread":0.2077736682067736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005697,0.0002686611,0.0002820921,0.0004533051,0.0002877812,0.00009518202,0.000321802,0.0001840097,0.00007326203],"category_scores_gemma":[0.0005038703,0.0001752103,0.00006304965,0.0006733518,0.0006141351,0.0001018251,0.00008425933,0.0003669997,0.00006909114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003897288,"about_ca_system_score_gemma":0.00007464876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003520834,"about_ca_topic_score_gemma":0.000007631178,"domain_scores_codex":[0.9982497,0.0001207364,0.000569415,0.0004017921,0.0004369967,0.0002213916],"domain_scores_gemma":[0.998708,0.00033948,0.0003656823,0.000456264,0.0001074901,0.00002314375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001312747,0.00001675538,0.00001240949,0.00001874703,0.000005316735,0.000009730841,0.0004188689,0.00007602139,0.01849504,0.9690686,0.0006445693,0.01110265],"study_design_scores_gemma":[0.003349092,0.004046359,0.002900199,0.002911119,0.0003442786,0.0002612758,0.002187239,0.01322085,0.1326111,0.3738556,0.4597614,0.004551538],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.287758,0.000649818,0.03178892,0.03514192,0.00581015,0.008350538,0.00008857466,0.001428655,0.6289834],"genre_scores_gemma":[0.7665698,0.0020442,0.0002938958,0.001153641,0.00009536951,0.0001039607,0.00001131847,0.0001344335,0.2295934],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.595213,"threshold_uncertainty_score":0.7144869,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404888450","doi":"10.1007/978-3-031-73705-3_36","title":"Breathless. A Sensor-to-Sound Performance","year":2024,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Sound (geography); Acoustics; Computer science; Physics","authors":[{"name":"Mona Hedayati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03249869191203977,"gpt":0.2388799822866761,"spread":0.2063812903746363,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003413209,0.0002493447,0.0002630453,0.0009464684,0.0001169124,0.000127684,0.0003032649,0.0002743026,0.00001213165],"category_scores_gemma":[0.00002194053,0.0002391095,0.00002008165,0.0005079873,0.0001281729,0.0003150086,0.0003990174,0.0003931417,0.00006920466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006246427,"about_ca_system_score_gemma":0.0000385608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002007879,"about_ca_topic_score_gemma":0.000005172323,"domain_scores_codex":[0.9988257,0.000007657984,0.0003370325,0.0004801757,0.0001529404,0.0001964828],"domain_scores_gemma":[0.9993752,0.00003242657,0.0000802799,0.0003864938,0.0001072852,0.00001837722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001238847,0.000003290344,0.00005152874,0.00007486073,0.00002363863,0.00002140421,0.0007351508,0.000009673016,0.00003944793,0.9743627,0.0006015478,0.0240644],"study_design_scores_gemma":[0.000192774,0.0003202,0.0007943679,0.0005604054,0.00001609119,0.00008197421,0.00003533892,0.001157575,0.0002826326,0.4990062,0.4968269,0.0007255576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01599498,0.002476223,0.4043917,0.004216778,0.002413934,0.001197867,0.000007295051,0.001070378,0.5682308],"genre_scores_gemma":[0.1376102,0.001436324,0.08972029,0.001229782,0.0002812655,0.0001249637,0.000009079585,0.00008024465,0.7695078],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4962254,"threshold_uncertainty_score":0.9750603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7084602567","doi":"10.1007/978-981-96-9330-6_67","title":"Berg Balance Test for Predicting a Fall Risk in Older Adults Living at Home: A Preliminary Study on the Effect of Pre-Existing Health Conditions on Postural Balance","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Balance (ability); Berg Balance Scale; Test (biology); Fear of falling; Falling (accident); Snowball sampling; Fall prevention; Balance test; Metropolitan area","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01347633437771424,"gpt":0.2568865209685051,"spread":0.2434101865907909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001168461,0.0002460085,0.0003183073,0.0002057376,0.0002306879,0.00002492069,0.0001328412,0.00009198448,0.0000127453],"category_scores_gemma":[0.001003966,0.0002040695,0.00002303627,0.0002600353,0.0001040717,0.0000956662,0.0001748178,0.0003145651,0.00000134609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002496626,"about_ca_system_score_gemma":0.00002125126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002058172,"about_ca_topic_score_gemma":0.0001679788,"domain_scores_codex":[0.9985181,0.00009676116,0.0005346338,0.0004213699,0.0002083457,0.0002207817],"domain_scores_gemma":[0.9970869,0.002152706,0.0004880127,0.0002256219,0.00002830879,0.00001841786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001232925,0.000170784,0.970928,0.0006389644,0.00004310397,0.000006307795,0.007237414,0.001102943,0.0001379883,0.005989198,0.0006951513,0.01181722],"study_design_scores_gemma":[0.0007818677,0.003620287,0.9847789,0.003844999,0.00001649074,0.000001747789,0.0001756549,0.005865515,0.00005163117,0.0005087318,0.0001341717,0.0002200087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885648,0.00009626408,0.0007545742,0.0001618333,0.0001939035,0.004036324,0.0001409417,0.00003275962,0.006018593],"genre_scores_gemma":[0.994971,0.00005789196,0.0005884139,0.0000987298,0.00002793647,0.0002947764,0.0000372603,0.0000228808,0.003901066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0138509,"threshold_uncertainty_score":0.8321713,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7084615631","doi":"10.1007/978-981-96-9330-6_74","title":"Introducing New Technological Tools into the Work of Dual-Training Teachers Through a Co-design Project","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Université du Québec à Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Workforce; Apprenticeship; Work (physics); Process (computing); Context (archaeology); Economic shortage","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.06201188355054424,"gpt":0.3044364146981545,"spread":0.2424245311476103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007504957,0.0002532219,0.0003714084,0.0002534261,0.0001376198,0.000100414,0.0001858913,0.0002352352,0.00003890076],"category_scores_gemma":[0.00008680599,0.0002085369,0.00004687953,0.0005294638,0.0003190962,0.0002453623,0.0001103965,0.000573715,0.000001289152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005395022,"about_ca_system_score_gemma":0.0003363195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008429495,"about_ca_topic_score_gemma":0.000001313775,"domain_scores_codex":[0.9987193,0.00005378485,0.0005512413,0.0003394606,0.0001529544,0.0001833022],"domain_scores_gemma":[0.999097,0.0001806462,0.0003315159,0.0002700627,0.000109877,0.00001091246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004031018,0.000008492639,0.0001798859,0.00001789956,0.00005941208,6.252609e-7,0.004915678,0.0001516674,0.0002093288,0.8715353,0.001103054,0.1217783],"study_design_scores_gemma":[0.0008298942,0.0003283266,0.0003279326,0.00178067,0.00007321709,0.000001377397,0.004591645,0.000403511,0.001910994,0.7970506,0.1916269,0.001074891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003564325,0.0005525985,0.7920336,0.002365942,0.0005168435,0.00274899,0.0000170897,0.0001406246,0.19806],"genre_scores_gemma":[0.3447168,0.0009378626,0.3988333,0.0007665843,0.001871273,0.0004562408,0.0002882706,0.0002210605,0.2519086],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3932003,"threshold_uncertainty_score":0.8503886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7084403251","doi":"10.1007/978-981-96-9330-6_41","title":"A Context-Sensitive Approach for Integrating Fuzzy Set Theory and the FRAM","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in design and innovation","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Sociotechnical system; Fuzzy logic; Fuzzy set; Set (abstract data type); Work (physics); Information flow; Information system","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03886346371897411,"gpt":0.2825676955811162,"spread":0.243704231862142,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002588219,0.0001885052,0.0003055926,0.0002582387,0.0002916119,0.0001989527,0.0001025541,0.0002505768,0.000005002766],"category_scores_gemma":[0.001354066,0.0001429612,0.00003338264,0.0001830742,0.001070863,0.0002918995,0.00004828969,0.0002622236,4.419608e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005649742,"about_ca_system_score_gemma":0.0001568295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004783874,"about_ca_topic_score_gemma":0.0000695432,"domain_scores_codex":[0.9989265,0.0001424015,0.000326792,0.0002760263,0.0001526305,0.0001756727],"domain_scores_gemma":[0.9984521,0.001013567,0.000178443,0.0001161919,0.0002167417,0.00002301284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003647093,0.000003492408,0.000009773397,0.00004379455,0.00002540056,7.480293e-7,0.01090922,5.463455e-7,0.000005678836,0.8988956,0.0004721528,0.08926892],"study_design_scores_gemma":[0.001109732,0.0001192999,0.00004520413,0.000393947,0.00004554472,0.00000357126,0.01846165,0.0002885666,0.00007658204,0.8746198,0.1044336,0.0004024437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004329479,0.001117323,0.07001964,0.0006805313,0.0004232679,0.001915281,0.00002629557,0.00005361086,0.9253311],"genre_scores_gemma":[0.4505799,0.001881127,0.02005743,0.003022168,0.001242864,0.0004813905,0.0001608327,0.00008675289,0.5224875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.450147,"threshold_uncertainty_score":0.5829788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}