{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"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":"00b34ebf6555","filters":{"venue":"Computers in Human Behavior Artificial Humans"}},"results":[{"id":"W4387643322","doi":"10.1016/j.chbah.2023.100022","title":"ChatGPT in education: Methods, potentials, and limitations","year":2023,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":226,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Scrutiny; Accountability; Deception; Engineering ethics; Psychology; Computer science; Political science; Social psychology; Engineering","authors":[{"name":"Bahar Memarian","is_ca":true},{"name":"Tenzin Doleck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3154781199675336,"gpt":0.5037886804023073,"spread":0.1883105604347737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1672206,0.001442583,0.003211486,0.01475797,0.003670651,0.0117522,0.004391684,0.002653767,0.0118579],"category_scores_gemma":[0.3428435,0.001355374,0.003287623,0.0195783,0.007169886,0.01653564,0.008549144,0.0035446,0.002134134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008439823,"about_ca_system_score_gemma":0.02664855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005954707,"about_ca_topic_score_gemma":0.01129979,"domain_scores_codex":[0.8109269,0.1307932,0.02677258,0.00699839,0.02274709,0.001761785],"domain_scores_gemma":[0.40799,0.5122834,0.01978821,0.02094007,0.03725287,0.0017455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004717938,0.0001890937,0.0110751,0.2619221,0.0009880756,0.0006798127,0.04305962,0.0004313266,0.0005300466,0.04775457,0.0135672,0.6193312],"study_design_scores_gemma":[0.0002412895,0.0006566792,0.01356154,0.547774,0.003264196,0.001710923,0.05366887,0.001344633,0.001861327,0.04602253,0.3295808,0.0003133404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03407547,0.7096505,0.1405845,0.03647904,0.006628802,0.02578843,0.00449445,0.0004875758,0.04181126],"genre_scores_gemma":[0.2491928,0.3896351,0.2249425,0.0183428,0.002080256,0.1070748,0.002748108,0.0005394628,0.005444163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1672206,"threshold_uncertainty_score":0.8843575,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403710198","doi":"10.1016/j.chbah.2024.100095","title":"The great AI witch hunt: Reviewers’ perception and (Mis)conception of generative AI in research writing","year":2024,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Canada Foundation for Innovation","keywords":"Witch; Generative grammar; Perception; Psychology; Cognitive science; Art; Artificial intelligence; Computer science; Philosophy; Epistemology; Biology; Fishery","authors":[{"name":"Hilda Hadan","is_ca":true},{"name":"D. Wang","is_ca":true},{"name":"Reza Hadi Mogavi","is_ca":true},{"name":"Joseph Tu","is_ca":true},{"name":"Leah Zhang-Kennedy","is_ca":true},{"name":"Lennart E. Nacke","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.249895828852564,"gpt":0.5107351589894693,"spread":0.2608393301369054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2277495,0.000749794,0.0009821497,0.006245901,0.008555575,0.02158197,0.002241963,0.003533421,0.002723543],"category_scores_gemma":[0.6571625,0.001144653,0.0009906216,0.003839232,0.0129331,0.01107211,0.01039779,0.004237531,0.0009068996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004754744,"about_ca_system_score_gemma":0.01034773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003122804,"about_ca_topic_score_gemma":0.003789671,"domain_scores_codex":[0.5627922,0.3343749,0.02815906,0.01154617,0.05930709,0.003820584],"domain_scores_gemma":[0.2025949,0.5737519,0.08728806,0.0277945,0.09169508,0.01687553],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006039234,0.00009734771,0.09234566,0.002471874,0.0003848666,0.00167445,0.7280461,0.0005319266,0.003757961,0.01749618,0.02584763,0.1267421],"study_design_scores_gemma":[0.0002080869,0.0008614288,0.05227435,0.005148366,0.0003822334,0.006218626,0.6054789,0.003755101,0.002879994,0.0345369,0.2874122,0.0008438864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7303706,0.02393356,0.08269947,0.09118963,0.007287327,0.001288484,0.0002911547,0.001120159,0.06181951],"genre_scores_gemma":[0.9766148,0.001765116,0.01201806,0.005861666,0.000864562,0.000311628,0.00006742334,0.000268141,0.002228685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7722505,"threshold_uncertainty_score":0.9523223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390393512","doi":"10.1016/j.chbah.2023.100040","title":"A review of assessment for learning with artificial intelligence","year":2023,"lang":"en","type":"review","venue":"Computers in Human Behavior Artificial Humans","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Scopus; Web of science; Artificial intelligence; Field (mathematics); Work (physics); Applications of artificial intelligence; Computer science; Engineering ethics; Engineering; Political science; MEDLINE","authors":[{"name":"Bahar Memarian","is_ca":true},{"name":"Tenzin Doleck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.272267509277996,"gpt":0.506271922895003,"spread":0.234004413617007,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003347035,0.00105404,0.001994727,0.007898506,0.0006256453,0.002396436,0.001336142,0.002039808,0.004872977],"category_scores_gemma":[0.0123524,0.0005917774,0.001268555,0.009434307,0.001201159,0.003344842,0.001386305,0.00217534,0.001264049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00247831,"about_ca_system_score_gemma":0.007263321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005307772,"about_ca_topic_score_gemma":0.009383969,"domain_scores_codex":[0.9975342,0.0007567955,0.0006669487,0.0002297486,0.0007411742,0.00007106674],"domain_scores_gemma":[0.9896116,0.007972728,0.0007514848,0.00016241,0.001328985,0.0001728245],"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":[0.00004371094,0.00006045188,0.000296765,0.1350062,0.0001952728,0.0001131769,0.0003839759,0.0002333422,0.0002396253,0.006790183,0.02677744,0.8298599],"study_design_scores_gemma":[0.00001773308,0.00008289691,0.002199972,0.1569088,0.000427264,0.0007600681,0.0003139517,0.00008331474,0.0001632374,0.004649233,0.8343562,0.00003746387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004236175,0.9987828,0.0001141366,0.0003547204,0.0001195677,0.000009677316,0.00001533928,0.00000287916,0.000558537],"genre_scores_gemma":[0.0006801704,0.9984387,0.0003321213,0.0002755029,0.0001020236,0.00001842958,0.00001789466,0.000001767437,0.0001334129],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007898506,"threshold_uncertainty_score":0.01798153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391723017","doi":"10.1016/j.chbah.2024.100053","title":"Human-in-the-loop in artificial intelligence in education: A review and entity-relationship (ER) analysis","year":2024,"lang":"en","type":"review","venue":"Computers in Human Behavior Artificial Humans","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Loop (graph theory); Human-in-the-loop; Artificial intelligence; Psychology; Computer science; Cognitive science; Mathematics","authors":[{"name":"Bahar Memarian","is_ca":true},{"name":"Tenzin Doleck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1274868175401965,"gpt":0.433046835838438,"spread":0.3055600182982415,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003461245,0.000780334,0.001844203,0.007402516,0.0005440927,0.002422552,0.001152912,0.001469076,0.004466853],"category_scores_gemma":[0.01250022,0.0004955036,0.002064172,0.00873898,0.001263213,0.003515091,0.001119785,0.001520696,0.0006675654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216469,"about_ca_system_score_gemma":0.006424726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004881383,"about_ca_topic_score_gemma":0.01117118,"domain_scores_codex":[0.99818,0.0007083348,0.0004148142,0.000215358,0.0004092384,0.00007222262],"domain_scores_gemma":[0.9825302,0.01530418,0.00102211,0.0001797299,0.0008380563,0.0001256728],"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":[0.000076278,0.00005683515,0.001095163,0.3098738,0.0009663657,0.0001548908,0.0005937719,0.0005451959,0.0001932352,0.01348576,0.01023178,0.6627269],"study_design_scores_gemma":[0.00004188164,0.0001878334,0.005983961,0.4180204,0.004886723,0.00118123,0.00116143,0.0004082425,0.0004023636,0.01272273,0.5549317,0.00007166331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001432758,0.9986618,0.0001904566,0.0003488194,0.00004212965,0.00001333927,0.0000237422,0.000003477281,0.0005730782],"genre_scores_gemma":[0.002567911,0.9966218,0.000396085,0.0002273395,0.00004310409,0.00002549864,0.00002618358,0.000001561732,0.00009038155],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007402516,"threshold_uncertainty_score":0.018305,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401858982","doi":"10.1016/j.chbah.2024.100090","title":"Unleashing ChatGPT's impact in higher education: Student and faculty perspectives","year":2024,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Medical education; Higher education; Pedagogy; Mathematics education; Psychology; Sociology; Political science; Medicine","authors":[{"name":"Parsa Rajabi","is_ca":true},{"name":"Parnian Taghipour","is_ca":true},{"name":"Diana Cukierman","is_ca":true},{"name":"Tenzin Doleck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2551231894902591,"gpt":0.5148759348414184,"spread":0.2597527453511592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03126942,0.0003448445,0.0005720254,0.001531702,0.01096693,0.01002049,0.001862945,0.002427958,0.003879905],"category_scores_gemma":[0.05841337,0.0004532164,0.0003347585,0.001714516,0.01047773,0.005510792,0.009005637,0.004452504,0.0004635959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00757651,"about_ca_system_score_gemma":0.01034173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007584394,"about_ca_topic_score_gemma":0.01445123,"domain_scores_codex":[0.9702068,0.02065044,0.000695613,0.000887352,0.004078063,0.003481779],"domain_scores_gemma":[0.9188962,0.05376282,0.00558025,0.001841704,0.008385995,0.01153304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006717435,0.0001686237,0.0217026,0.0002091887,0.000009783766,0.0006668302,0.937727,0.00008443731,0.001357271,0.003088241,0.001700434,0.03321851],"study_design_scores_gemma":[0.000006592839,0.0002069399,0.00762355,0.0002389835,0.00001028457,0.0002929886,0.9767838,0.0002104923,0.001031287,0.0005300289,0.01303446,0.00003053494],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786131,0.0005851733,0.00159296,0.0118454,0.000111888,0.00004545265,0.00003656725,0.00005278094,0.007116751],"genre_scores_gemma":[0.9970892,0.0002345575,0.000296831,0.001266915,0.00003761372,0.00001907786,0.000008789932,0.00001939885,0.001027707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03126942,"threshold_uncertainty_score":0.1653705,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404734496","doi":"10.1016/j.chbah.2024.100107","title":"Attributions of intent and moral responsibility to AI agents","year":2024,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Attribution; Moral responsibility; Psychology; Social psychology; Compatibilism; Epistemology; Philosophy","authors":[{"name":"Reem Ayad","is_ca":true},{"name":"Jason E. Plaks","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2626573538204592,"gpt":0.3927588756040545,"spread":0.1301015217835953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008396465,0.0003458048,0.0002338364,0.001231055,0.0008736515,0.002264254,0.0003834246,0.0009101987,0.002499231],"category_scores_gemma":[0.08311706,0.0003882757,0.0003720579,0.000300135,0.002882946,0.001948306,0.002375359,0.00162974,0.0001972826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007766433,"about_ca_system_score_gemma":0.0005195321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251434,"about_ca_topic_score_gemma":0.001346002,"domain_scores_codex":[0.9925318,0.004714853,0.0003146502,0.0005828747,0.001545028,0.0003108794],"domain_scores_gemma":[0.9442133,0.02737674,0.01559324,0.004930155,0.005641946,0.002244668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001298978,0.0006397836,0.6761199,0.0004098287,0.0002768133,0.0004161722,0.1690026,0.002904288,0.04016963,0.0257629,0.0008483212,0.08215083],"study_design_scores_gemma":[0.00008691216,0.0006616805,0.8906451,0.0002272572,0.0001526347,0.0003496791,0.04421657,0.01174622,0.007313579,0.03954487,0.004854667,0.000200816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850198,0.00006626689,0.005713931,0.0001987628,0.00001846472,0.00004178356,0.00001377558,0.00002327514,0.008903949],"genre_scores_gemma":[0.9983283,0.00002880476,0.001340203,0.00003210089,0.000006047198,0.00002108853,0.00001232737,0.000007702701,0.0002233392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008396465,"threshold_uncertainty_score":0.04440528,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408608886","doi":"10.1016/j.chbah.2025.100146","title":"Enhancing emotional support in human-robot interaction: Implementing emotion regulation mechanisms in a personal drone","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"Israel Science Foundation","keywords":"Drone; Psychology; Emotional regulation; Applied psychology; Human–robot interaction; Robot; Emotional support; Social psychology; Human–computer interaction; Computer science; Artificial intelligence; Social support; Developmental psychology","authors":[{"name":"Ori Fartook","is_ca":false},{"name":"Zachary McKendrick","is_ca":true},{"name":"Tal Oron-Gilad","is_ca":false},{"name":"Jessica R. Cauchard","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07263370906232458,"gpt":0.4127227342029754,"spread":0.3400890251406508,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005506093,0.0004535267,0.0001502078,0.0002828122,0.0002359587,0.0006748124,0.0005338053,0.0004934977,0.003127678],"category_scores_gemma":[0.002040159,0.0001695245,0.0003544166,0.00006590429,0.0005385954,0.0008600472,0.0009183944,0.0002839992,0.0004062643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332204,"about_ca_system_score_gemma":0.0001675802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003130071,"about_ca_topic_score_gemma":0.0004011492,"domain_scores_codex":[0.9996988,0.0001260164,0.00002102693,0.00005693498,0.00005530957,0.00004201491],"domain_scores_gemma":[0.9993081,0.000296756,0.0001270985,0.00008849004,0.00009463792,0.00008498926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00104636,0.001604427,0.02312325,0.001211283,0.0002016264,0.001123989,0.009904251,0.008392865,0.7402815,0.006220189,0.0009935895,0.2058966],"study_design_scores_gemma":[0.0009340345,0.01316319,0.1686433,0.0007240811,0.001368538,0.005565858,0.01401758,0.1528947,0.5553849,0.01323026,0.07355658,0.0005168525],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926735,0.000271876,0.06465226,0.0003215262,0.0000398064,0.0001825437,0.00002703189,0.0004527553,0.007317247],"genre_scores_gemma":[0.969658,0.0000960273,0.02866923,0.00008326979,0.00001004267,0.0000852644,0.00001729417,0.00001388485,0.001366957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003127678,"threshold_uncertainty_score":0.01046306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401302950","doi":"10.1016/j.chbah.2024.100089","title":"Integrating generative AI in data science programming: Group differences in hint requests","year":2024,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Generative grammar; Computer science; Visibility; Group (periodic table); Artificial intelligence; Generative model; Data science; Human–computer interaction","authors":[{"name":"Tenzin Doleck","is_ca":true},{"name":"Pedram Agand","is_ca":true},{"name":"Dylan Pirrotta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09830740770571145,"gpt":0.3848576682036917,"spread":0.2865502604979802,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002308472,0.0002094022,0.0003385262,0.0009418614,0.0004568282,0.002075741,0.0005566621,0.0006794251,0.003706013],"category_scores_gemma":[0.02848818,0.0002545192,0.0002068642,0.0004322275,0.0008810057,0.001673481,0.001864387,0.001120389,0.0007130726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003331876,"about_ca_system_score_gemma":0.0005156757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001269941,"about_ca_topic_score_gemma":0.001692888,"domain_scores_codex":[0.9977677,0.0007128502,0.0003203647,0.0003793147,0.0005242747,0.0002954923],"domain_scores_gemma":[0.977277,0.01399967,0.003720561,0.001548929,0.001452943,0.00200084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001799547,0.003564812,0.7797004,0.0002585305,0.0001766625,0.0004661412,0.08944582,0.0007978596,0.03126764,0.001547166,0.0006806707,0.09029473],"study_design_scores_gemma":[0.00005692037,0.001315396,0.952749,0.00009107029,0.00006688596,0.0004091924,0.03262645,0.002432927,0.004282119,0.00243179,0.00347694,0.00006126783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985246,0.00004534414,0.0003148504,0.00004919249,0.000004341642,0.00001934309,0.00001895903,0.000006979441,0.001016566],"genre_scores_gemma":[0.9987426,0.00004472761,0.0003615826,0.00003471371,0.000002715731,0.0000394089,0.00004268284,0.00000887793,0.0007226381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003706013,"threshold_uncertainty_score":0.01239783,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406978063","doi":"10.1016/j.chbah.2025.100124","title":"Robots as social companions for space exploration","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":3,"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":"Space (punctuation); Computer science; Robot; Human–computer interaction; Artificial intelligence","authors":[{"name":"Matthieu J. Guitton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07457082716535927,"gpt":0.3965749585569149,"spread":0.3220041313915556,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006989377,0.00055844,0.0002070292,0.0004922959,0.001642234,0.001598204,0.0006381061,0.00119173,0.01398031],"category_scores_gemma":[0.003223639,0.0002543482,0.0004641712,0.0002096155,0.002293732,0.002430079,0.00384204,0.0006890482,0.002239745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004840719,"about_ca_system_score_gemma":0.0006275005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102239,"about_ca_topic_score_gemma":0.001304302,"domain_scores_codex":[0.9993162,0.0004131965,0.00001723497,0.00008979793,0.00009214492,0.00007144726],"domain_scores_gemma":[0.9983684,0.0005122381,0.0002786849,0.0001982053,0.0001850938,0.0004572753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000876493,0.001028079,0.0340639,0.00265139,0.0003944567,0.003931923,0.04127801,0.03197817,0.0507307,0.3340667,0.05205575,0.4469444],"study_design_scores_gemma":[0.0001929524,0.001843851,0.02394578,0.0008181664,0.0002405209,0.003194727,0.02138759,0.05438109,0.008457112,0.2321657,0.6531443,0.0002281136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3643905,0.004780904,0.2744901,0.01374402,0.001425225,0.000571929,0.0004193922,0.002278911,0.3378991],"genre_scores_gemma":[0.9406015,0.000901988,0.03882155,0.0006048682,0.0001249043,0.0002150891,0.000113103,0.00009160912,0.01852532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01398031,"threshold_uncertainty_score":0.04676878,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406934376","doi":"10.1016/j.chbah.2025.100125","title":"Science in a troubled era: Transforming challenges into opportunities for artificial intelligence, social robots, and artificial humans research","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Artificial Intelligence in Healthcare and Education","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":"Université Laval","funders":"","keywords":"Robot; Artificial intelligence; Political science; Engineering ethics; Cognitive science; Computer science; Engineering; Psychology","authors":[{"name":"Matthieu J. Guitton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5733737733752515,"gpt":0.524903086853413,"spread":0.0484706865218385,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01260204,0.000647817,0.001560049,0.003228422,0.009363587,0.01739503,0.00184944,0.007786196,0.009490154],"category_scores_gemma":[0.01960987,0.0004889863,0.000741443,0.002575534,0.05113636,0.03805943,0.0114535,0.0154215,0.001325322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006448493,"about_ca_system_score_gemma":0.01406234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002683795,"about_ca_topic_score_gemma":0.003612169,"domain_scores_codex":[0.9941691,0.003121739,0.0002002382,0.0005886743,0.001114917,0.0008053506],"domain_scores_gemma":[0.9750158,0.01406171,0.001441106,0.001856133,0.002407251,0.005217979],"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":[0.0001181079,0.000165801,0.002472454,0.000633975,0.00007152837,0.0002926285,0.007701866,0.0007841255,0.0006712593,0.8980315,0.04233561,0.0467211],"study_design_scores_gemma":[0.00001980156,0.00004019627,0.0007834082,0.000287342,0.00001287804,0.00009872051,0.007483075,0.0005659162,0.0001443959,0.8940842,0.09645289,0.00002722894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02632363,0.08521635,0.01350015,0.8002613,0.006125461,0.00003875224,0.0002063337,0.0001893515,0.06813863],"genre_scores_gemma":[0.8268932,0.07484683,0.01302182,0.06667718,0.00879858,0.000180666,0.0001656214,0.0002093523,0.009206878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01739503,"threshold_uncertainty_score":0.06664681,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414083004","doi":"10.1016/j.chbah.2025.100206","title":"Primatology as an integrative framework to study social robots","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Primate Behavior and Ecology","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":"Université Laval","funders":"Ministerio de Ciencia e Innovación","keywords":"Primatology; Robot; Human–robot interaction; Social relation; Field (mathematics); Social robot","authors":[{"name":"Miquel Llorente","is_ca":false},{"name":"Matthieu J. Guitton","is_ca":true},{"name":"Thomas Castelain","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05830055760911387,"gpt":0.4344309295382136,"spread":0.3761303719290997,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000780848,0.0003577694,0.0005330794,0.001833898,0.001546453,0.001917259,0.0009584977,0.000716862,0.004639751],"category_scores_gemma":[0.002015539,0.000362089,0.0004223007,0.0009813658,0.004511088,0.003424775,0.002091925,0.001289723,0.0006219189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008846544,"about_ca_system_score_gemma":0.0005653926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006025602,"about_ca_topic_score_gemma":0.001171134,"domain_scores_codex":[0.9996296,0.0002052126,0.00001724658,0.0000805941,0.00004318638,0.00002415235],"domain_scores_gemma":[0.9991059,0.0003537807,0.0001335447,0.0001813085,0.00009031368,0.0001351945],"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":[0.000005323093,0.00001338098,0.001372369,0.0000299549,0.00001100169,0.00005845586,0.0005291874,0.0009952126,0.0004701338,0.987995,0.0003261834,0.008193753],"study_design_scores_gemma":[0.000007066324,0.00003292117,0.00194998,0.00002667403,0.00001457465,0.0003317129,0.0005015586,0.008972102,0.0002374761,0.9708894,0.01702861,0.000007956339],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08783464,0.005378664,0.7179474,0.004538789,0.0002501343,0.0001456239,0.0001464696,0.0001951213,0.1835633],"genre_scores_gemma":[0.8562993,0.001461722,0.131668,0.0003472675,0.0001992015,0.000196873,0.0000684152,0.0001233949,0.009635842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004639751,"threshold_uncertainty_score":0.01552147,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412564332","doi":"10.1016/j.chbah.2025.100185","title":"Do truthfulness notifications influence perceptions of AI-generated political images? A cognitive investigation with EEG","year":2025,"lang":"en","type":"article","venue":"Computers in Human Behavior Artificial Humans","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Electroencephalography; Perception; Politics; Cognitive psychology; Cognition; Psychology; Artificial intelligence; Computer science; Social psychology; Political science; Neuroscience; Law","authors":[{"name":"Colin Conrad","is_ca":true},{"name":"Anika Nissen","is_ca":false},{"name":"Kya Masoumi-Ravandi","is_ca":false},{"name":"Mayank Ramchandani","is_ca":true},{"name":"Aaron J. Newman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09361065572652608,"gpt":0.3497185165188162,"spread":0.2561078607922902,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008719591,0.0001867247,0.0001569946,0.0002455118,0.0001425202,0.0009369276,0.0001404042,0.0003869153,0.003060247],"category_scores_gemma":[0.02063458,0.0001608572,0.000164529,0.0001750193,0.0003400322,0.0006495081,0.0002907801,0.0004966907,0.0002320928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001930285,"about_ca_system_score_gemma":0.0001229675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250708,"about_ca_topic_score_gemma":0.001305031,"domain_scores_codex":[0.9995279,0.0001963872,0.0000257155,0.000103872,0.0001056322,0.00004036193],"domain_scores_gemma":[0.9913082,0.005871234,0.001701873,0.0003683172,0.0005292901,0.0002211161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01103343,0.002880621,0.4834549,0.001417886,0.0004990586,0.0009963831,0.03203792,0.002090841,0.295307,0.002597718,0.002643322,0.165041],"study_design_scores_gemma":[0.00009407162,0.0008891479,0.9864943,0.0000422514,0.0001140435,0.0001320002,0.00196822,0.002202151,0.006056486,0.0009944271,0.00098036,0.00003251754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970193,0.00007084462,0.0007757735,0.00008094816,0.00001499234,0.00004398524,0.0001238975,0.00001240592,0.001857782],"genre_scores_gemma":[0.9985145,0.00006321783,0.0007618268,0.0000510267,0.00001589224,0.00004433535,0.00008263563,0.00001027337,0.0004562709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003060247,"threshold_uncertainty_score":0.01023757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}