{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"bb242d871b26","filters":{"venue":"ACM SIGHIT Record"}},"results":[{"id":"W2035985455","doi":"10.1145/1971706.1971710","title":"Towards negotiation as a framework for health promoting technology","year":2011,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Negotiation; Technological change; Psychological intervention; Behaviour change; Promotion (chess); Work (physics); Behavior change; Health promotion; Focus (optics); Psychology; Political science; Public relations; Sociology; Social psychology; Health care; Social science; Computer science; Engineering; Politics","authors":[{"name":"Julie Maitland","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05790849062468355,"gpt":0.3448457937265497,"spread":0.2869373031018661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06377518,0.001823868,0.001664593,0.004471297,0.01194363,0.02967533,0.006917825,0.01571277,0.01051716],"category_scores_gemma":[0.04306583,0.001258583,0.002604794,0.003202761,0.1000279,0.03822279,0.02097492,0.0130468,0.00149886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01202428,"about_ca_system_score_gemma":0.01471374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004864499,"about_ca_topic_score_gemma":0.002232999,"domain_scores_codex":[0.9334929,0.05510304,0.001391361,0.003289202,0.004316305,0.002407243],"domain_scores_gemma":[0.9525949,0.03597327,0.002791499,0.003607675,0.002366615,0.002666025],"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":[0.000006134874,0.000009703621,0.00006875102,0.00005093899,0.000004437111,0.00005584314,0.007507449,0.0003075688,0.00005184989,0.9900281,0.000278409,0.001630789],"study_design_scores_gemma":[0.00002386186,0.00001736898,0.00004180449,0.0001878928,0.000005599484,0.00007284758,0.005493677,0.001224329,0.0001041103,0.9640767,0.02873527,0.00001653082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01667865,0.009088141,0.4962398,0.1434772,0.0009924548,0.0006989554,0.00008259197,0.0002560544,0.3324861],"genre_scores_gemma":[0.7820197,0.00339555,0.186524,0.00838076,0.000538966,0.002006981,0.000111016,0.0002081443,0.0168149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06377518,"threshold_uncertainty_score":0.3372794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2012854248","doi":"10.1145/1971706.1971718","title":"Pervasive healthcare","year":2011,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Ubiquitous computing; Mainstream; Health care; Computer science; Data science; Human–computer interaction; Political science","authors":[{"name":"Julie Maitland","is_ca":true},{"name":"Marilyn Lennon","is_ca":false},{"name":"Maurice Mulvenna","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07798395653026369,"gpt":0.3150488239542606,"spread":0.2370648674239969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001337284,0.0006538822,0.0004705101,0.001578358,0.001188062,0.004481993,0.001901316,0.002678227,0.1607585],"category_scores_gemma":[0.004638512,0.000320983,0.0005061438,0.001618074,0.0007197236,0.003432575,0.004963104,0.002007732,0.1291939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026957,"about_ca_system_score_gemma":0.002060687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00114973,"about_ca_topic_score_gemma":0.00195903,"domain_scores_codex":[0.9980676,0.0003805465,0.0001401052,0.0003292993,0.0008530603,0.000229358],"domain_scores_gemma":[0.998095,0.000304874,0.00008763212,0.0004322732,0.0006564028,0.0004238144],"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":[0.00005488598,0.00005186925,0.0007977277,0.0005167178,0.00002123991,0.0003270582,0.0002974313,0.0001958952,0.001058009,0.06430385,0.5566065,0.3757688],"study_design_scores_gemma":[0.000006355828,0.00001465568,0.0002759297,0.0001633998,0.000004214999,0.0005027682,0.0001000612,0.0001018052,0.0002023488,0.007214949,0.991406,0.000007416167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001747165,0.02082695,0.03542855,0.03219917,0.00826869,0.0002890251,0.002537854,0.003562993,0.8951396],"genre_scores_gemma":[0.06494488,0.04543459,0.05042301,0.03674637,0.007410225,0.0004766411,0.01023454,0.001034893,0.7832949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1607585,"threshold_uncertainty_score":0.5377908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2058323079","doi":"10.1145/2047478.2047480","title":"The safety of Electronic Medical Record (EMR) systems","year":2011,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"SAFER; Patient safety; Adaptation (eye); Risk analysis (engineering); Quality (philosophy); Health care; Domain (mathematical analysis); Information system; Computer science; Electronic medical record; Computer security; Knowledge management; Business; Engineering; Internet privacy; Political science","authors":[{"name":"Jens H. Weber-Jahnke","is_ca":true},{"name":"Fieran Mason-Blakley","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07640227052586603,"gpt":0.3923138287931253,"spread":0.3159115582672593,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01368249,0.0006285153,0.0005466049,0.002325606,0.002449244,0.005319446,0.001875959,0.004561755,0.002320852],"category_scores_gemma":[0.04398249,0.0005230178,0.0009440478,0.001073487,0.00691836,0.007569668,0.004510193,0.002422351,0.0007855663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002709275,"about_ca_system_score_gemma":0.005797247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003848725,"about_ca_topic_score_gemma":0.001397901,"domain_scores_codex":[0.9707811,0.01568935,0.001602688,0.001447187,0.009693461,0.0007861718],"domain_scores_gemma":[0.9487135,0.03257712,0.004062715,0.007588006,0.006541906,0.0005167358],"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":[0.0001632437,0.0002567696,0.009595141,0.0007362211,0.00008227788,0.0007610581,0.003138105,0.03973574,0.005596142,0.776278,0.008170458,0.1554868],"study_design_scores_gemma":[0.0001773654,0.001039693,0.007388056,0.001677843,0.000202201,0.002738545,0.004708936,0.2221794,0.01883696,0.6224267,0.118441,0.0001833018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1052369,0.003573138,0.7857499,0.03324325,0.0005511219,0.0005549798,0.000357192,0.0009353136,0.06979825],"genre_scores_gemma":[0.8811776,0.002718151,0.1060074,0.002205354,0.0004546027,0.0002662184,0.0002622419,0.00009647219,0.006812076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01368249,"threshold_uncertainty_score":0.07236075,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996021833","doi":"10.1145/2180796.2180816","title":"Everest","year":2012,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mohawk College","funders":"","keywords":"Computer science; Quality (philosophy); Process management; Test (biology); Knowledge management; Engineering management; Business; Engineering","authors":[{"name":"Justin Fyfe","is_ca":true},{"name":"Duane Bender","is_ca":true},{"name":"H. Keith Edwards","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.416988548916593,"gpt":0.5028736043823149,"spread":0.0858850554657219,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003004864,0.001418392,0.0007648304,0.002024995,0.0009429964,0.002722571,0.002969126,0.001469404,0.08844532],"category_scores_gemma":[0.01042019,0.001093112,0.00137646,0.0008421186,0.000647926,0.00389412,0.004742595,0.002066074,0.06981829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005573969,"about_ca_system_score_gemma":0.001988693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002948112,"about_ca_topic_score_gemma":0.003951035,"domain_scores_codex":[0.9970958,0.0003515158,0.000163787,0.0005717882,0.001463437,0.000353614],"domain_scores_gemma":[0.9959145,0.0009444197,0.00021046,0.001169212,0.001366555,0.0003947356],"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":[0.0007135911,0.0002596321,0.002586948,0.0007564561,0.0001103525,0.0003762158,0.0008066167,0.00134988,0.0141381,0.02427329,0.5930625,0.3615665],"study_design_scores_gemma":[0.00009443905,0.0001192993,0.001286403,0.0001285558,0.00003586017,0.0004635027,0.00007260594,0.004514127,0.007247674,0.006077377,0.9798827,0.00007739571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.0085512,0.002033102,0.2223005,0.001563247,0.001072986,0.001068266,0.0116804,0.5647333,0.186997],"genre_scores_gemma":[0.0755758,0.002419758,0.2830169,0.002707788,0.0004240267,0.001998839,0.08002855,0.1738941,0.3799342],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08844532,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1979707516","doi":"10.1145/1971706.1971714","title":"Predictive Models in Personalized Medicine","year":2011,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Office of Naval Research; State University of New York; U.S. Department of Energy; National Institutes of Health; National Science Foundation","keywords":"Personalized medicine; Field (mathematics); Computer science; Medical education; Data science; Medical physics; Medicine; Bioinformatics","authors":[{"name":"Faisal Farooq","is_ca":false},{"name":"Balaji Krishnapuram","is_ca":false},{"name":"Rómer Rosales","is_ca":false},{"name":"Shipeng Yu","is_ca":false},{"name":"Jude Shavlik","is_ca":false},{"name":"Raju Kucherlapati","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08616628336092805,"gpt":0.3043637609665821,"spread":0.2181974776056541,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006173747,0.001017125,0.001465679,0.002251504,0.0005644955,0.004107214,0.001469008,0.002441048,0.006770338],"category_scores_gemma":[0.01370575,0.0005122591,0.001024437,0.002543621,0.002137911,0.003929406,0.002064609,0.004347566,0.002632535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622669,"about_ca_system_score_gemma":0.001668399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003503132,"about_ca_topic_score_gemma":0.002287443,"domain_scores_codex":[0.9956769,0.002483746,0.0001778056,0.0006646811,0.0008599095,0.0001368859],"domain_scores_gemma":[0.9936342,0.004700904,0.0002868083,0.0006871621,0.0005406057,0.0001503039],"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":[0.0001208399,0.00009943391,0.002602169,0.00119974,0.0004550415,0.0001916319,0.0002720383,0.04293119,0.0003914808,0.5205017,0.09043027,0.3408045],"study_design_scores_gemma":[0.00004097152,0.00007969884,0.001199213,0.0005162481,0.0001175966,0.0002003116,0.0001069858,0.08294499,0.0004648315,0.7824101,0.1318543,0.00006467222],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.005146837,0.1816493,0.682613,0.07495455,0.004198371,0.0001806021,0.002081484,0.001459574,0.04771638],"genre_scores_gemma":[0.464687,0.1769441,0.2842074,0.01911405,0.01500417,0.0008145114,0.004651496,0.0005002143,0.03407707],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006770338,"threshold_uncertainty_score":0.03265029,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1966871665","doi":"10.1145/1971706.1971715","title":"HealthAchieve 2010","year":2011,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Global Public Health Policies and Epidemiology","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":true},"ca_institutions":"McMaster University; Ontario Medical Association; CARE Canada","funders":"","keywords":"Delegate; General partnership; Promotion (chess); Decentralization; Public relations; Healthcare delivery; Best practice; Health care; Event (particle physics); Business; Quality (philosophy); Knowledge management; Political science; Medicine; Computer science","authors":[{"name":"D. J. Padamadan","is_ca":true},{"name":"Tom Closson","is_ca":true},{"name":"Joseph Gabriele","is_ca":true},{"name":"Janice Latam","is_ca":false},{"name":"G Pino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1008266024019629,"gpt":0.2957028137690776,"spread":0.1948762113671147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00454008,0.000809142,0.0004044526,0.002281383,0.002226599,0.007257117,0.001309711,0.002308427,0.2447344],"category_scores_gemma":[0.007036279,0.0004303322,0.0004482699,0.001929794,0.0005221733,0.002251701,0.0038969,0.002539311,0.09758964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00531813,"about_ca_system_score_gemma":0.01028661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08118372,"about_ca_topic_score_gemma":0.2094314,"domain_scores_codex":[0.9968352,0.0001984346,0.0001185604,0.0002638179,0.001591419,0.000992563],"domain_scores_gemma":[0.9934521,0.0004579739,0.0002396605,0.0004018694,0.00203952,0.003408913],"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":[0.00001988508,0.00001297099,0.000436238,0.00004082368,0.000001255204,0.00002017224,0.00002814926,0.00001019906,0.00003786131,0.0009003791,0.9839171,0.01457493],"study_design_scores_gemma":[0.000005456912,0.00000611467,0.002483307,0.00002850598,6.914238e-7,0.00002518411,0.00005308119,0.00001129512,0.00003961863,0.00008783457,0.9972536,0.00000525779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005867564,0.01639439,0.001613942,0.1064322,0.04612038,0.0004453378,0.05445017,0.003555923,0.76512],"genre_scores_gemma":[0.02148909,0.005979829,0.001124476,0.01622803,0.005035776,0.000213614,0.04503097,0.0007747893,0.9041234],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2447344,"threshold_uncertainty_score":0.8187182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1967140955","doi":"10.1145/2180796.2180809","title":"Knowledge discovery system for automated quality abstraction","year":2012,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Medicaid; Computer science; Transparency (behavior); Quality (philosophy); Commission; Quarter (Canadian coin); Core (optical fiber); Abstraction; Health care; Computer security; Business; Telecommunications","authors":[{"name":"Faisal Farooq","is_ca":false},{"name":"Shipeng Yu","is_ca":false},{"name":"Balaji Krishnapuram","is_ca":false},{"name":"Bharat Rao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3219959649906098,"gpt":0.5526751666156433,"spread":0.2306792016250335,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003710363,0.0009448567,0.0009378952,0.004051143,0.001375552,0.002116353,0.002571412,0.001161464,0.009566707],"category_scores_gemma":[0.01220706,0.0007188938,0.001370028,0.002828564,0.0004746714,0.002783611,0.00256849,0.001836935,0.005469563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00209877,"about_ca_system_score_gemma":0.004067515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375234,"about_ca_topic_score_gemma":0.01435729,"domain_scores_codex":[0.9973755,0.0004661887,0.0004236753,0.0006963991,0.000873428,0.0001648523],"domain_scores_gemma":[0.9943183,0.002614609,0.0005277856,0.001093942,0.001206368,0.0002389184],"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":[0.001024122,0.001072056,0.01177578,0.001272355,0.0004491498,0.001251868,0.0008252527,0.0229893,0.02158369,0.02899896,0.1736583,0.7350991],"study_design_scores_gemma":[0.0007154454,0.0003289766,0.008053555,0.0002467165,0.000437325,0.0009660276,0.0002986157,0.6974091,0.05475767,0.04870831,0.1878081,0.0002702614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01018736,0.0003701681,0.7658211,0.001297746,0.0001499347,0.001066134,0.01201136,0.2003516,0.008744695],"genre_scores_gemma":[0.1350538,0.0003388004,0.8264096,0.0008825541,0.00009695867,0.001107611,0.02770416,0.00148455,0.006921881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01375234,"threshold_uncertainty_score":0.03200376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}