{"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":"4ae01e5a77da","filters":{"venue":"i-com"}},"results":[{"id":"W3216754356","doi":"10.1515/icom-2021-0025","title":"Gamification Reloaded","year":2021,"lang":"en","type":"article","venue":"i-com","topic":"Educational Games and Gamification","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Silesian University of Technology; Dalhousie University","keywords":"Field (mathematics); Work (physics); Psychology; Engineering ethics; Sociology; Engineering; Mathematics","authors":[{"name":"Athanasios Mazarakis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04170492386559433,"gpt":0.3422889907294583,"spread":0.300584066863864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009646059,0.00005946191,0.00006756119,0.00003130378,0.00004477948,0.0000218099,0.00008813478,0.00006626055,0.002966587],"category_scores_gemma":[0.00004677623,0.00006288477,0.00003943786,0.0001773311,0.00002289874,0.00003878044,0.0000103935,0.00008433906,0.002304975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000027256,"about_ca_system_score_gemma":0.00004695706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002886141,"about_ca_topic_score_gemma":0.000004601742,"domain_scores_codex":[0.9993405,0.00006639716,0.000151063,0.0002268355,0.00009423572,0.0001209255],"domain_scores_gemma":[0.9993296,0.00006499111,0.00005578535,0.0003961514,0.0001105524,0.00004292695],"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":[0.00003150447,0.0008057576,0.01391685,0.00001802987,0.00008754301,0.00001747056,0.007228629,0.000009811256,0.02448562,0.6661773,0.1744337,0.1127877],"study_design_scores_gemma":[0.0002493196,0.00001425942,0.378901,0.000008279016,0.00001408645,0.0000257002,0.001318639,0.00003111941,0.002675682,0.004166485,0.6124788,0.0001166649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.54413,0.003986053,0.009614128,0.08839245,0.005369546,0.0003565095,0.00002932306,0.000298077,0.3478239],"genre_scores_gemma":[0.9172744,0.00002202706,0.0004327694,0.0008581339,0.0001958818,0.00004643241,0.0001541951,0.00001188045,0.08100427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6620108,"threshold_uncertainty_score":0.9984719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323821285","doi":"10.1515/icom-2022-0047","title":"Say what you want, I’m not listening!","year":2023,"lang":"en","type":"article","venue":"i-com","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Simplicity; Conversation; Loneliness; Active listening; Robot; Computer science; Human–computer interaction; Parsing; Robustness (evolution); Reflection (computer programming); Psychology; Artificial intelligence; Social psychology; Communication","authors":[{"name":"Adriana Lorena González","is_ca":true},{"name":"Denise Y. Geiskkovitch","is_ca":true},{"name":"James E. Young","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07394282045587292,"gpt":0.3964409850960177,"spread":0.3224981646401448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001248482,0.00009150797,0.0001303864,0.00008763185,0.0001085556,0.0001041476,0.0001435587,0.0001050568,0.006547097],"category_scores_gemma":[0.00004421764,0.00009040869,0.0001017597,0.0002284814,0.00003453786,0.0001484593,0.00003695153,0.0001864039,0.0245466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002675865,"about_ca_system_score_gemma":0.00001182946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002315819,"about_ca_topic_score_gemma":0.00003490648,"domain_scores_codex":[0.9991993,0.00006132235,0.0001546843,0.0002088841,0.0001241865,0.0002515813],"domain_scores_gemma":[0.9994596,0.0001471686,0.00005178031,0.0002395856,0.00003410223,0.00006772944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001579886,0.000128142,0.003311979,0.000009305288,0.0001462151,0.0001751106,0.02112621,0.00001129132,0.002012005,0.02192126,0.8283845,0.1226161],"study_design_scores_gemma":[0.0005916106,0.00005996629,0.03719918,0.00003241264,0.00001790021,0.00001885036,0.009431083,0.00007345965,0.0005429127,0.000878436,0.950951,0.0002031993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3908722,0.0004104882,0.0004135473,0.08914636,0.0439028,0.0004333051,0.00002919151,0.001856004,0.4729361],"genre_scores_gemma":[0.7097663,0.00007249893,0.00002396996,0.004766621,0.0005975254,0.00003243863,0.0000283727,0.00003310046,0.2846791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3188941,"threshold_uncertainty_score":0.994361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2081739120","doi":"10.1515/icom.2013.0012","title":"Motion-Based Game Interaction for Older Adults / Bewegungsbasierte Spielinteraktion für Senioren","year":2013,"lang":"de","type":"article","venue":"i-com","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Humanities; Political science; Gynecology; Art; Medicine","authors":[{"name":"Kathrin Gerling","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01161063012094329,"gpt":0.2893148042813198,"spread":0.2777041741603765,"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":[0.0004294219,0.0004539241,0.0004687542,0.0003658757,0.0004772025,0.0002996571,0.0006607785,0.0007584993,0.001196816],"category_scores_gemma":[0.000543993,0.0004717103,0.0003741179,0.0005130815,0.0004016428,0.0008178874,0.00008343665,0.000555816,0.002744835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000419064,"about_ca_system_score_gemma":0.0001606338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004434455,"about_ca_topic_score_gemma":0.001015592,"domain_scores_codex":[0.9967141,0.0002162269,0.0007416217,0.0009243649,0.0004980419,0.0009056128],"domain_scores_gemma":[0.9974928,0.0004681186,0.0004955454,0.000635514,0.0006556668,0.000252333],"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":[0.0005299495,0.001798199,0.01170839,0.0005020606,0.0004960297,0.00001571014,0.03721026,0.0002116895,0.001536371,0.001792837,0.118244,0.8259546],"study_design_scores_gemma":[0.02404834,0.002150693,0.109631,0.005975595,0.001308645,0.00001817068,0.036442,0.3615942,0.02799459,0.01319918,0.4126253,0.005012263],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8810518,0.0008480896,0.03732167,0.06032295,0.0123545,0.005894409,0.0001626188,0.001280347,0.0007636209],"genre_scores_gemma":[0.9941059,0.00007167809,0.0009170478,0.0009302071,0.001037217,0.0005545975,0.0001784244,0.0000717805,0.002133169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8209423,"threshold_uncertainty_score":0.9997734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2055584271","doi":"10.1524/icom.2012.0022","title":"Be-greifbare Interaktionen mit grössenveränderbaren Bildschirmen","year":2012,"lang":"de","type":"article","venue":"i-com","topic":"Multimedia Communication and Technology","field":"Social Sciences","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 Calgary","funders":"","keywords":"Humanities; Art; Physics","authors":[{"name":"Jürgen Steimle","is_ca":true},{"name":"Roman Lissermann","is_ca":false},{"name":"Simon Olberding","is_ca":false},{"name":"Mohammadreza Khalilbeigi","is_ca":false},{"name":"Wolfgang Kleine","is_ca":false},{"name":"Max Mühlhäuser","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05059676114044345,"gpt":0.3320837010676849,"spread":0.2814869399272415,"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":[0.0007100651,0.0002507241,0.0003234315,0.0001900018,0.0006442599,0.0001021961,0.001249416,0.00049292,0.004399365],"category_scores_gemma":[0.0003142472,0.0002545339,0.0001632237,0.0004902832,0.0006351413,0.0003996464,0.0004617885,0.0005934081,0.00480343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187355,"about_ca_system_score_gemma":0.0001283267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001613059,"about_ca_topic_score_gemma":0.0004617307,"domain_scores_codex":[0.9976121,0.0004738143,0.0004213303,0.0003002971,0.0004119936,0.0007805077],"domain_scores_gemma":[0.9980329,0.000310154,0.0002078819,0.0009846247,0.0001115793,0.0003528284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008261596,0.002283974,0.1603354,0.0001078098,0.000996268,0.00001241686,0.141214,0.000003529336,0.001010233,0.1833172,0.3361057,0.1745309],"study_design_scores_gemma":[0.0004574856,0.0000398688,0.006020625,0.00004561503,0.00009258326,0.000002030508,0.004052172,0.0002582148,0.0002964994,0.001147098,0.9872491,0.0003387065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.233055,0.05624093,0.001219623,0.4149303,0.02336731,0.00300294,0.0002932373,0.002466151,0.2654245],"genre_scores_gemma":[0.9878215,0.001361318,0.0007436097,0.001397498,0.0008563987,0.00004364952,0.00008204348,0.00003143938,0.007662567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7547665,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}