{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"7f89ad6552c4","filters":{"venue":"International Journal for Infonomics"}},"results":[{"id":"W2508031527","doi":"10.20533/iji.1742.4712.2013.0090","title":"Developing a Mobile Learning Maturity Model","year":2013,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Maturity (psychological); Capability Maturity Model; Computer science; Political science","authors":[{"name":"Muasaad Alrasheedi","is_ca":true},{"name":"Luiz Fernando Capretz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02404727934710929,"gpt":0.3128115922738869,"spread":0.2887643129267776,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003358446,0.0001026744,0.00009584965,0.0001710008,0.0001844835,0.0009079058,0.001183512,0.00005885426,0.00002985144],"category_scores_gemma":[0.0001769465,0.000104072,0.00008972346,0.00006084098,0.0000177908,0.001312581,0.0001779494,0.0003287335,0.0001280781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004267886,"about_ca_system_score_gemma":0.0003068416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001298459,"about_ca_topic_score_gemma":0.000001061467,"domain_scores_codex":[0.9990492,0.00002399388,0.0003364747,0.0001699849,0.0002164866,0.0002038424],"domain_scores_gemma":[0.9987816,0.0001239788,0.0002641945,0.0001368537,0.0006105624,0.00008287095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001313593,0.00006401689,0.002100587,0.000009617174,0.000107256,0.000002130798,0.002309656,0.5252385,0.0004305528,0.2154843,0.006903911,0.2473364],"study_design_scores_gemma":[0.0002692904,0.00003532358,0.0007119125,0.00002194814,0.000002208319,0.0001176041,0.00009341655,0.878281,0.0002371035,0.05731478,0.06275848,0.0001569284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1302271,0.00002155789,0.8637558,0.002078896,0.00264572,0.000202151,0.000001025899,0.00006942329,0.0009983444],"genre_scores_gemma":[0.5713457,0.00005418616,0.4258704,0.0007847989,0.0004960788,0.0001665251,0.000008853142,0.00001581963,0.001257629],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4411186,"threshold_uncertainty_score":0.8754957,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2822299676","doi":"10.20533/iji.1742.4712.2017.0158","title":"An Option of Hybrid Virtual Labs in an Introductory Biology Course as the Means for Accessible Learning and Enhancing Student Education","year":2017,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Course (navigation); Virtual lab; Mathematics education; Computer science; Virtual learning environment; Engineering ethics; Multimedia; Biology; Engineering; Psychology; Aerospace engineering","authors":[{"name":"Kyle Bactol","is_ca":true},{"name":"Andrew E. Laursen","is_ca":true},{"name":"Charlotte de Araujo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009928657388478384,"gpt":0.3661312055422333,"spread":0.356202548153755,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004301971,0.00008857249,0.000106977,0.0001085393,0.0001437846,0.0002103883,0.0004127938,0.00003188626,0.00000482721],"category_scores_gemma":[0.0001238998,0.00008422478,0.00003294309,0.00001001268,0.00004025536,0.0006204466,0.00003935771,0.000197871,6.38565e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742595,"about_ca_system_score_gemma":0.00006016339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001242838,"about_ca_topic_score_gemma":0.00002426802,"domain_scores_codex":[0.9994262,0.00001682624,0.0002731225,0.00009816267,0.00007194659,0.0001137454],"domain_scores_gemma":[0.9994822,0.00007319967,0.0001636731,0.0001108404,0.0001269734,0.00004310462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001101897,0.0001128558,0.02897572,0.00002024463,0.0001368399,8.36822e-7,0.002465827,0.7565003,0.1485001,0.01128824,0.00002822884,0.05186063],"study_design_scores_gemma":[0.002945933,0.001292935,0.05012127,0.0002771306,0.00006044327,0.0001860214,0.008127987,0.7773221,0.1324876,0.003584689,0.02294741,0.0006464326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724801,0.000136833,0.02455089,0.00009344749,0.002481035,0.0001467605,0.000007913523,0.00001873765,0.0000842946],"genre_scores_gemma":[0.9957964,0.0001121818,0.003308456,0.00001710667,0.0006553721,0.00003082908,0.00002628162,0.000022889,0.00003052847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0512142,"threshold_uncertainty_score":0.3434587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3127933525","doi":"10.20533/iji.1742.4712.2020.0208","title":"Goal-oriented Teaching Method – The Way of Maintaining the Quality of Education for Both Online and F2F","year":2020,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Canada West","funders":"","keywords":"Computer science; Quality (philosophy); Multimedia; Mathematics education; Psychology","authors":[{"name":"Tongpil Min","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05443731514719462,"gpt":0.4518164289384379,"spread":0.3973791137912433,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002738793,0.00004988551,0.0001097945,0.00003569082,0.0002978505,0.00005717856,0.0003102636,0.00003158024,0.000007411625],"category_scores_gemma":[0.002315539,0.00003274337,0.0001007798,0.0000391573,0.00007909504,0.0001571399,0.00004074511,0.0002024609,1.224005e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005947222,"about_ca_system_score_gemma":0.0004286749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001748242,"about_ca_topic_score_gemma":0.0001201214,"domain_scores_codex":[0.9990927,0.0001724573,0.0003900066,0.00006929255,0.0001843883,0.00009115101],"domain_scores_gemma":[0.9979842,0.001101119,0.0005073043,0.00004422268,0.000319721,0.00004343238],"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":[0.0002673146,0.00008098167,0.004134989,0.00001529061,0.0001642518,7.478986e-8,0.02049574,0.001239125,0.000691069,0.5515885,0.0007322116,0.4205905],"study_design_scores_gemma":[0.0009904173,0.0001800611,0.004132698,0.00006625489,0.00005805825,0.000006511159,0.1035791,0.01315121,0.0003063824,0.02415721,0.8532435,0.0001286085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.739691,0.0001065555,0.1894023,0.06744342,0.001402315,0.0003996007,0.0001199637,0.00001039298,0.001424462],"genre_scores_gemma":[0.9215842,0.00007013848,0.07579069,0.0009329221,0.00143823,0.000006841031,0.00001982601,0.000007675842,0.000149411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8525113,"threshold_uncertainty_score":0.2772084,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2824164019","doi":"10.20533/iji.1742.4712.2016.0152","title":"Styles of Educational Leadership for Modernist and Postmodernist Approaches","year":2016,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Windsor","funders":"","keywords":"Postmodernism; Aesthetics; Sociology; Political science; Epistemology; Art; Philosophy","authors":[{"name":"Sirous Tabrizi","is_ca":true},{"name":"Glenn Rideout","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2490260220779039,"gpt":0.341884964326525,"spread":0.09285894224862107,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002734634,0.00008848428,0.0001010508,0.0001518243,0.0001147672,0.0001287237,0.0006061938,0.00004338608,0.000009593846],"category_scores_gemma":[0.0002128064,0.00006911149,0.00008440796,0.00003137706,0.00007741573,0.0006095627,0.00006149559,0.00005069329,0.000001870902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044717,"about_ca_system_score_gemma":0.0002838999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002513402,"about_ca_topic_score_gemma":0.000006171339,"domain_scores_codex":[0.9992009,0.000008777934,0.0003487965,0.0001578274,0.000151302,0.0001323713],"domain_scores_gemma":[0.9983566,0.0006139466,0.0002594082,0.0001146315,0.0005960158,0.00005944541],"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":[0.00003562699,0.00007276234,0.0006130858,0.00001220802,0.0000778258,4.423311e-8,0.0002761925,0.00008573473,0.0002492762,0.9607763,0.001769378,0.03603151],"study_design_scores_gemma":[0.003059192,0.0003710702,0.0159969,0.0001799536,0.00002680051,0.0002629895,0.0009799064,0.02824776,0.002807311,0.8683206,0.07921304,0.0005344276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02360975,0.0003618053,0.8200013,0.152926,0.00152868,0.0002438879,0.0001764382,0.00001157708,0.001140586],"genre_scores_gemma":[0.9169511,0.0001372249,0.08052777,0.0004219732,0.0007226445,0.00005512415,0.00002160267,0.00001138748,0.001151236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8933413,"threshold_uncertainty_score":0.2818285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2513568912","doi":"10.20533/iji.1742.4712.2010.0029","title":"A Biologically-Inspired Type-2 Fuzzy Set Based Algorithm for Detecting Misbehaving Nodes in Ad-Hoc","year":2010,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Set (abstract data type); Fuzzy logic; Algorithm; Artificial intelligence; Type (biology); Pattern recognition (psychology); Data mining; Biology","authors":[{"name":"Andrea Visconti","is_ca":false},{"name":"Hooman Tahayori","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02982473175676574,"gpt":0.3049067107981763,"spread":0.2750819790414106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004170544,0.0001288287,0.0001526738,0.0001978296,0.0001081683,0.0001389686,0.0003738949,0.0001229905,0.00001466464],"category_scores_gemma":[0.0001880159,0.0001323744,0.0001154225,0.00007269957,0.00002422695,0.0001653497,0.00002675213,0.000297498,0.00001299493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891362,"about_ca_system_score_gemma":0.00005979555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001426312,"about_ca_topic_score_gemma":0.0001295942,"domain_scores_codex":[0.999044,0.00000817922,0.0005244159,0.0001235049,0.00008635585,0.0002135458],"domain_scores_gemma":[0.9991865,0.0002270948,0.0001325265,0.0001165772,0.0002777213,0.00005962487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000122982,0.00007689776,0.002021053,0.00002323491,0.0001503854,0.000005475511,0.0003912074,0.02343816,0.1662987,0.001230042,0.000548424,0.8056934],"study_design_scores_gemma":[0.001437143,0.00007639782,0.002018098,0.00005964065,0.00001776721,0.00007160729,0.0002228534,0.8746365,0.01268003,0.002470501,0.1059308,0.0003785765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821897,0.00009164523,0.2119822,0.000236742,0.004491663,0.0005012085,0.0001434724,0.0001265286,0.0002368871],"genre_scores_gemma":[0.8841867,0.00002168681,0.1149509,0.00008113509,0.0004982069,0.0001391533,0.00004989973,0.00004040685,0.00003193624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8511984,"threshold_uncertainty_score":0.539807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404282437","doi":"10.20533/iji.1742.4712.2024.0231","title":"Unpacking the Opportunity Costs of Summertime Programs in Canada: A Crucial Examination and Policy Implications on Education and Social Equity","year":2024,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Unpacking; Equity (law); Social equality; Business; Economic growth; Economics; Political science","authors":[{"name":"Obianuju Juliet Bushi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1473465909849417,"gpt":0.4493321515929927,"spread":0.301985560608051,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008940444,0.00005523898,0.00007556583,0.0001827129,0.0002599873,0.0002580553,0.000173041,0.000037802,0.000006066034],"category_scores_gemma":[0.0002468984,0.00004793685,0.00002815236,0.0001138037,0.00008463834,0.0002079725,0.00003264886,0.0001154175,3.746601e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593042,"about_ca_system_score_gemma":0.007397822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4499842,"about_ca_topic_score_gemma":0.4994572,"domain_scores_codex":[0.9992729,0.00007656489,0.0002804604,0.00008112162,0.0001736437,0.0001153113],"domain_scores_gemma":[0.9992751,0.0002223717,0.0001548622,0.0000371827,0.0002412502,0.00006922606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000007233141,0.00002760886,0.007679313,0.000007760704,0.00002046603,1.365899e-7,0.01324765,0.000003946082,0.00001385229,0.5055064,0.0007384404,0.4727472],"study_design_scores_gemma":[0.0006869077,0.00009258877,0.4522967,0.000440184,0.00003962982,0.00006649771,0.07998016,0.0006013453,0.00004865773,0.05226547,0.4131342,0.0003476274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587049,0.00009452327,0.00006093186,0.03578431,0.001311972,0.0002849481,0.00005187576,0.000005883134,0.003700675],"genre_scores_gemma":[0.9979204,0.0001412439,0.00003055273,0.0004636187,0.001250133,0.00003271329,0.00001297747,0.000005415303,0.0001429227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4723996,"threshold_uncertainty_score":0.9982293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2856917934","doi":"10.20533/iji.1742.4712.2017.0156","title":"Student Behaviour and Performance in Relation to Interaction with On-line Activities in a Postsecondary Music Course","year":2017,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Relation (database); Course (navigation); Line (geometry); Mathematics education; Psychology; Computer science; Mathematics; Engineering; Data mining; Aerospace engineering","authors":[{"name":"Patricia Boechler","is_ca":true},{"name":"Erik deJong","is_ca":true},{"name":"Mary I. Ingraham","is_ca":true},{"name":"Luis Fernando Marín Ardila","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06982297186984406,"gpt":0.3325776699995967,"spread":0.2627546981297527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001752871,0.00008945591,0.00009701417,0.0002904854,0.0002305578,0.0007318401,0.000213118,0.00002262758,0.0001476957],"category_scores_gemma":[0.00002484261,0.00008005129,0.00002309455,0.00000725782,0.00006004169,0.001159319,0.00004192908,0.0001902329,0.0000104864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002799194,"about_ca_system_score_gemma":0.00008323378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009662689,"about_ca_topic_score_gemma":0.003006665,"domain_scores_codex":[0.9994057,0.000008817928,0.0002374581,0.0001093373,0.0001413038,0.00009737692],"domain_scores_gemma":[0.9994344,0.000052727,0.0002353562,0.00009348316,0.0001408579,0.00004313614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003244722,0.001102967,0.625273,0.00002349816,0.0002324912,0.00005075415,0.1920144,0.007991337,0.00002537741,0.1265563,0.002550815,0.04093436],"study_design_scores_gemma":[0.002427644,0.0006674092,0.9347681,0.0003577951,0.00001687535,0.00005305475,0.0159846,0.0009451187,0.00005805288,0.0005040339,0.04398095,0.0002363541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871342,0.000003914803,0.00001504149,0.001364038,0.003272333,0.0001819021,0.00003308695,0.000005119372,0.007990334],"genre_scores_gemma":[0.9976813,0.00001711425,0.00009540567,0.0004136879,0.0005571966,0.00002571214,0.00001364815,0.00001021123,0.001185741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3094951,"threshold_uncertainty_score":0.7057151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2999201146","doi":"10.20533/iji.1742.4712.2019.0193","title":"Overcoming Cultural Barriers in Undergraduate Nursing Education Using Voice Enhanced High Fidelity Simulation: The Sultan Qaboos University Experience","year":2019,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Simulation-Based Education in Healthcare","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":"University of Toronto Mississauga; Sultan Qaboos University","keywords":"Fidelity; Medical education; Psychology; Nursing; Medicine; Computer science","authors":[{"name":"Gerald Amandu Matua","is_ca":false},{"name":"Divya Raghavan","is_ca":false},{"name":"Vidya Seshan","is_ca":false},{"name":"Arwa Atef Obeidat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03746681420161653,"gpt":0.4055643961185667,"spread":0.3680975819169502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002649545,0.00012802,0.0001573734,0.0002257513,0.0002419797,0.0001075516,0.0002518132,0.00008099182,0.00006845207],"category_scores_gemma":[0.0003029446,0.0001179528,0.00009813159,0.0001926164,0.00006965402,0.0006700964,0.00002136138,0.0002917238,0.00000922102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003021707,"about_ca_system_score_gemma":0.001656211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002999441,"about_ca_topic_score_gemma":0.000018622,"domain_scores_codex":[0.9988003,0.00005859205,0.0004667875,0.000197885,0.0002832064,0.0001932099],"domain_scores_gemma":[0.9976358,0.0004686843,0.0003470275,0.0001744544,0.001230514,0.0001434779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001198845,0.0001317532,0.2397389,0.00003412087,0.00008940756,0.000002485961,0.01583391,0.7307478,0.001911504,0.004311856,0.0001680188,0.005831469],"study_design_scores_gemma":[0.006409662,0.0001596843,0.2848814,0.001425657,0.0001054022,0.0001833718,0.07643859,0.6113694,0.002464249,0.006296415,0.009659837,0.0006062316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845009,0.0000354435,0.005653974,0.004305701,0.00474757,0.0005190024,0.0000154936,0.00001634336,0.0002055578],"genre_scores_gemma":[0.99629,0.00002064406,0.00200725,0.0007387644,0.0006044481,0.000004060984,0.00005003063,0.00001465595,0.0002701677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1193783,"threshold_uncertainty_score":0.7901658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2508391307","doi":"10.20533/iji.1742.4712.2011.0054","title":"Tool Support and Data Management for Business Analytics Applications in Healthcare","year":2011,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Analytics; Health care; Data analysis; Business intelligence; Business; Computer science; Business analytics; Data science; Knowledge management; Process management; Data mining; Business analysis; Business model; Marketing; Political science","authors":[{"name":"Mana Azarm","is_ca":true},{"name":"Fatemeh Nargesian","is_ca":true},{"name":"Liam Peyton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1814895223257196,"gpt":0.3697557873724672,"spread":0.1882662650467476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004475001,0.0001263847,0.0001388637,0.0003674079,0.000122249,0.0003425256,0.001044803,0.00005176494,0.00003687014],"category_scores_gemma":[0.00007390172,0.000121199,0.00003781745,0.0001706612,0.00003914852,0.0009951205,0.0004192194,0.00008971305,0.0000135883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006080642,"about_ca_system_score_gemma":0.00004303052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001601387,"about_ca_topic_score_gemma":0.0001794605,"domain_scores_codex":[0.9989659,0.000001765778,0.0004524747,0.0002475024,0.0001378379,0.0001945346],"domain_scores_gemma":[0.9988414,0.00003843977,0.0002708973,0.0002730032,0.0005605704,0.00001569364],"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":[0.0004320919,0.0002211957,0.06933299,0.0004033536,0.0002292978,0.00001226926,0.00007015809,0.0001669712,0.000007587668,0.7101391,0.01014206,0.208843],"study_design_scores_gemma":[0.000914688,0.00001089338,0.03916043,0.00005862967,0.00007453941,0.00002774063,0.0002122994,0.01109262,0.00001162322,0.04443452,0.9037262,0.0002758484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1126595,0.0003394445,0.8360432,0.01616279,0.0103056,0.004857933,0.002288025,0.0001667616,0.01717671],"genre_scores_gemma":[0.9611842,0.0006579277,0.02667262,0.004594876,0.003080461,0.0002397216,0.002828338,0.00006388639,0.0006779617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8935841,"threshold_uncertainty_score":0.494235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2823702316","doi":"10.20533/iji.1742.4712.2016.0135","title":"E-Portals are Valuable Productivity Multipliers, Important Shortfalls in the Safeer System in KSA and Proposed Possible Solutions for Them","year":2016,"lang":"en","type":"article","venue":"International Journal for Infonomics","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","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 Ottawa","funders":"","keywords":"Productivity; Computer science; Environmental economics; Economics; Economic growth","authors":[{"name":"Mohamad Najem Najem","is_ca":false},{"name":"Fahad A. Alnoeim","is_ca":false},{"name":"Hisham Najem","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09857225764872717,"gpt":0.3063187981030245,"spread":0.2077465404542973,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001808106,0.0001403032,0.0001762462,0.0002337854,0.0001818931,0.0004212892,0.0004915719,0.00006156091,0.00001736858],"category_scores_gemma":[0.0004230512,0.00008450125,0.00007561723,0.0001228523,0.00006089509,0.001508975,0.0001163295,0.0001113299,0.000008800996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677324,"about_ca_system_score_gemma":0.00007567694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008996484,"about_ca_topic_score_gemma":0.0004518276,"domain_scores_codex":[0.9987178,0.000008772725,0.000552656,0.0002178526,0.0002118293,0.0002910565],"domain_scores_gemma":[0.9988548,0.0001423649,0.0004475302,0.0001486566,0.0003941405,0.00001254165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001242131,0.0005817109,0.6856175,0.0003900739,0.0002414196,0.00004820978,0.0003649822,0.0009829579,0.00263665,0.2419982,0.011936,0.05396012],"study_design_scores_gemma":[0.01128451,0.0001053187,0.3179929,0.003278705,0.0002444543,0.0008161001,0.006117977,0.06793229,0.002297721,0.1051884,0.4828203,0.00192132],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746312,0.0001340369,0.01194947,0.008052685,0.002670211,0.001478878,0.0002047289,0.00003218277,0.0008465673],"genre_scores_gemma":[0.9979514,0.00005745131,0.0004527009,0.0002378245,0.001047112,0.00006167512,0.0000269588,0.00001547734,0.0001494093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4708843,"threshold_uncertainty_score":0.4062501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}