{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"673fbadcb587","filters":{"venue":"Human-Intelligent Systems Integration"}},"results":[{"id":"W3122686316","doi":"10.1007/s42454-020-00023-x","title":"IMPACTS: a trust model for human-autonomy teaming","year":2021,"lang":"en","type":"article","venue":"Human-Intelligent Systems Integration","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Armed Forces; Defence Research and Development Canada","funders":"Defence Research and Development Canada","keywords":"Autonomy; Transparency (behavior); Context (archaeology); Knowledge management; Computer science; Computational trust; Process management; Business; Computer security; Political science","authors":[{"name":"Ming Hou","is_ca":true},{"name":"Geoffrey Ho","is_ca":true},{"name":"David Dunwoody","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09418143622076307,"gpt":0.4082983209384157,"spread":0.3141168847176526,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007229818,0.0004192023,0.0005382171,0.0003565427,0.00070933,0.0003828304,0.0002829153,0.0003151205,0.003282863],"category_scores_gemma":[0.0001529835,0.0004081961,0.0003932456,0.0002252382,0.00006517377,0.000373797,0.00003973467,0.0003844982,0.0007900448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007186981,"about_ca_system_score_gemma":0.0001797173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000373773,"about_ca_topic_score_gemma":0.0004776462,"domain_scores_codex":[0.9966307,0.0002770679,0.001451444,0.0007580402,0.0003487487,0.0005340465],"domain_scores_gemma":[0.9975396,0.0001748989,0.0005454057,0.0007839139,0.0007710147,0.0001851111],"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":[0.00009748365,0.0006943356,0.0005126863,0.0002260156,0.0004053866,0.00002128695,0.02701236,0.0029895,0.03188915,0.8910918,0.04005226,0.005007789],"study_design_scores_gemma":[0.00418475,0.0007429434,0.002624777,0.001482764,0.0004021491,0.0004054076,0.06604001,0.6261176,0.03083799,0.009769372,0.2547877,0.002604492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05972037,0.0005029964,0.8524686,0.0002305426,0.003827192,0.001535717,0.00009367902,0.0005715184,0.08104935],"genre_scores_gemma":[0.887232,0.000007565401,0.0004451669,0.0002734103,0.0006708707,0.0007957789,0.000621472,0.00007578897,0.1098779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8813224,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416580453","doi":"10.1007/s42454-025-00082-y","title":"A computational view of affordance and signifier: indexing and logics in UI cognition and design","year":2025,"lang":"en","type":"article","venue":"Human-Intelligent Systems Integration","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"","keywords":"Affordance; Cognition; Scholarship; Limiting; Sorting; Search engine indexing; Embodied cognition","authors":[{"name":"Lance Chong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04885787482263863,"gpt":0.3062250620457321,"spread":0.2573671872230935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000480508,0.0001110374,0.0001709478,0.0002031923,0.00005560823,0.00007688456,0.00003237544,0.00007046611,0.00001147228],"category_scores_gemma":[0.00006820232,0.0001106661,0.00001077789,0.0001550615,0.00004222288,0.0001943151,0.000009070359,0.00011716,0.000001822784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004257267,"about_ca_system_score_gemma":0.00002016592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003937469,"about_ca_topic_score_gemma":0.00003068211,"domain_scores_codex":[0.9992198,0.0001134547,0.0003517274,0.0001432926,0.0000876237,0.00008412745],"domain_scores_gemma":[0.9994434,0.0003106254,0.00007225991,0.00006064641,0.00008560339,0.0000274786],"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":[0.0002360031,0.0004152855,0.007222253,0.006832811,0.0003545742,0.000008799972,0.02106957,0.210665,0.04923951,0.5174537,0.003471519,0.1830309],"study_design_scores_gemma":[0.001062638,0.0002383149,0.008790998,0.003445402,0.0001275926,0.00006187772,0.008786729,0.9185514,0.02077955,0.03335578,0.004171696,0.0006279938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04730665,0.004535386,0.9435561,0.00004282608,0.000256636,0.0006062404,0.000003702737,0.00005119631,0.003641274],"genre_scores_gemma":[0.997924,0.0005559553,0.001222168,0.00002474558,0.00001804195,0.00004437198,0.00001916578,0.000008007164,0.0001835212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9506174,"threshold_uncertainty_score":0.4512831,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417109773","doi":"10.1007/s42454-025-00085-9","title":"Securing local LLMs for academic research: a human-system integration analysis and evolution of TAUCHI-GPT","year":2025,"lang":"en","type":"article","venue":"Human-Intelligent Systems Integration","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"McGill University; Google","keywords":"Sociotechnical system; Workflow; Interpretability; Software deployment; Work (physics); Reflection (computer programming); Risk management","authors":[{"name":"Ahmed Farooq","is_ca":false},{"name":"Devbrat Anuragi","is_ca":false},{"name":"Zhenxing Li","is_ca":false},{"name":"Mounia Ziat","is_ca":false},{"name":"Jeremy R. Cooperstock","is_ca":false},{"name":"Roope Raisamo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2799693651166667,"gpt":0.5053688565051657,"spread":0.225399491388499,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002953009,0.0002815158,0.0007374615,0.002213847,0.0006387812,0.00008572519,0.0001863069,0.0004666035,0.00002533233],"category_scores_gemma":[0.000603314,0.0002286258,0.0002410523,0.001844251,0.0002790119,0.0002346847,0.00004466819,0.0006638485,0.00001264084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685619,"about_ca_system_score_gemma":0.0003659305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008314248,"about_ca_topic_score_gemma":0.0033729,"domain_scores_codex":[0.9961657,0.0003894238,0.001776237,0.0006335067,0.0005903341,0.0004447755],"domain_scores_gemma":[0.9965577,0.0005543602,0.0004366855,0.0005083714,0.00179083,0.0001521203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001663309,0.0005578967,0.02786561,0.006581151,0.001335646,0.000008093716,0.01662033,0.001234233,0.09518408,0.7704713,0.003011628,0.07546676],"study_design_scores_gemma":[0.0005277234,0.00258481,0.01114977,0.01077204,0.002494638,0.00006376675,0.2398472,0.244934,0.4753376,0.009731905,0.001835654,0.0007208014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3661938,0.001160886,0.6284896,0.0002243443,0.0006372955,0.002206898,0.00001497748,0.0001003671,0.0009718775],"genre_scores_gemma":[0.9959829,0.0001041528,0.0002416798,0.00002443223,0.0004174158,0.000578257,0.0002358339,0.00002709317,0.002388173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7607394,"threshold_uncertainty_score":0.9982895,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413274005","doi":"10.1007/s42454-025-00065-z","title":"Investigating the placement of an interruption recovery tool for supervisory-level command and control missions","year":2025,"lang":"en","type":"article","venue":"Human-Intelligent Systems Integration","topic":"Personal Information Management and User Behavior","field":"Decision 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 Guelph","funders":"Science and Engineering Research Council; Boeing","keywords":"Command and control; Control (management); Computer science; Supervisory control; Aeronautics; Engineering; Telecommunications; Artificial intelligence","authors":[{"name":"Hyun-Gee Jei","is_ca":false},{"name":"Sahinya Susindar","is_ca":false},{"name":"Stacey D. Scott","is_ca":true},{"name":"Farzan Sasangohar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4516656866392641,"gpt":0.4567180161091061,"spread":0.005052329469842021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003430391,0.0001677856,0.0002918891,0.0003627576,0.0004703116,0.0005127313,0.0004194095,0.00008063783,0.00005764745],"category_scores_gemma":[0.0007590572,0.0001045552,0.0001124405,0.0002557198,0.0001040914,0.000674057,0.00006194579,0.0001170444,0.00001057657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007577468,"about_ca_system_score_gemma":0.00004059488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001408213,"about_ca_topic_score_gemma":0.0002239687,"domain_scores_codex":[0.9975229,0.0002804152,0.001213965,0.0002751593,0.0005504298,0.0001571425],"domain_scores_gemma":[0.9978194,0.0007639605,0.0004420697,0.0004157711,0.0005080946,0.00005068279],"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":[0.0007458319,0.0007489789,0.03543048,0.0007460667,0.000500606,0.000001184608,0.03046745,0.01275557,0.06888654,0.4947046,0.08833116,0.2666816],"study_design_scores_gemma":[0.004051766,0.001465857,0.06097189,0.002130788,0.0005053129,0.00001024289,0.1345204,0.6893799,0.02399819,0.02955006,0.05239716,0.001018407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5363294,0.0001212581,0.4603382,0.0004600636,0.0005472443,0.001382045,0.00006674969,0.00002846595,0.0007265255],"genre_scores_gemma":[0.9941856,0.00001050641,0.0003870506,0.0002846142,0.00005728834,0.0002143962,0.00007799787,0.000006993003,0.004775598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6766244,"threshold_uncertainty_score":0.4944279,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}