{"meta":{"query_hash":"6ba1a67c3582","filters":{"venue":"Cognitive informatics in biomedicine and healthcare"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/6ba1a67c3582","api":"https://metacan.xera.ac/api/v1/cohort?venue=Cognitive+informatics+in+biomedicine+and+healthcare"},"results":[{"id":"W4404303502","doi":"10.1007/978-3-031-69947-4_7","title":"Analyzing Video-Based Human-Computer Interaction Data in Healthcare Using a Cognitive-Socio-Technical Framework","year":2024,"lang":"en","type":"book-chapter","venue":"Cognitive informatics in biomedicine and healthcare","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Cognition; Health care; Human–computer interaction; Socio-cognitive; Data science; Psychology; Neuroscience; Political science","score_opus":0.17050862132421785,"score_gpt":0.49770726400525106,"score_spread":0.3271986426810332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404303502","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15577804,0.0024203067,0.81524813,0.0008785026,0.00009845272,0.00020857336,0.0015188794,0.00089479215,0.02295433],"genre_scores_gemma":[0.5952151,0.0015632104,0.39277986,0.00014478747,0.00007651988,0.00015429707,0.0019045053,0.00010188965,0.008059808],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9997607,0.00006851184,0.000013915018,0.00005124649,0.00007784197,0.000027756441],"domain_scores_gemma":[0.9994991,0.00039080888,0.000025964851,0.000018458935,0.00005278766,0.0000128493175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054537953,0.000374652,0.00023141332,0.0021299173,0.0003908201,0.0020123753,0.0005092929,0.00059861917,0.0022159668],"category_scores_gemma":[0.0013675999,0.00012621855,0.0004392379,0.002084694,0.0005747218,0.0011604782,0.00049130165,0.00034549058,0.00046138413],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012247101,0.0003129813,0.02240926,0.0007318782,0.00017188596,0.0007729124,0.0050010583,0.031705786,0.052207712,0.08200905,0.009761057,0.7947939],"study_design_scores_gemma":[0.000013230178,0.00015640909,0.07828165,0.0003113178,0.00014915782,0.00084472226,0.008076945,0.73835176,0.03358837,0.09732393,0.042779315,0.0001231399],"about_ca_topic_score_codex":0.009734334,"about_ca_topic_score_gemma":0.014267831,"teacher_disagreement_score":0.009734334,"about_ca_system_score_codex":0.00064513873,"about_ca_system_score_gemma":0.0006478056,"threshold_uncertainty_score":0.019355357},"labels":[],"label_agreement":null},{"id":"W4404303518","doi":"10.1007/978-3-031-69947-4_10","title":"User-Centered Design and Evaluation of Health Information Systems: A Rapid Usability Engineering Approach","year":2024,"lang":"en","type":"book-chapter","venue":"Cognitive informatics in biomedicine and healthcare","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Usability; Usability engineering; Computer science; Web usability; Human–computer interaction; Systems engineering; Engineering","score_opus":0.14971827912724925,"score_gpt":0.4207461026321811,"score_spread":0.2710278235049318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404303518","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038396027,0.0017126063,0.936796,0.0008135586,0.00010435275,0.0033484085,0.00022908626,0.001423476,0.017176552],"genre_scores_gemma":[0.06606003,0.000620668,0.9254968,0.00016133992,0.000019148874,0.002367328,0.00024302962,0.00027198487,0.004759643],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.95439726,0.03339617,0.0017225666,0.0012863225,0.00867901,0.0005187072],"domain_scores_gemma":[0.9407814,0.04732173,0.0010905528,0.0027143043,0.007662186,0.00042983386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027897248,0.0016855324,0.0012204644,0.0025028156,0.0010962292,0.0057596317,0.002597573,0.0015145622,0.0036489605],"category_scores_gemma":[0.04652491,0.0012635618,0.0012251595,0.0011191149,0.0017912459,0.003858606,0.002515709,0.0014582714,0.001079466],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002900514,0.0012381116,0.0034043768,0.0041402406,0.00033177962,0.00032472075,0.019205013,0.010496864,0.040164236,0.055914473,0.009989363,0.85450083],"study_design_scores_gemma":[0.0008407448,0.011432305,0.025853617,0.0078284945,0.0013842792,0.002784876,0.026993861,0.268668,0.26397184,0.15539715,0.2338481,0.0009967376],"about_ca_topic_score_codex":0.0022334345,"about_ca_topic_score_gemma":0.0035046404,"teacher_disagreement_score":0.027897248,"about_ca_system_score_codex":0.0021139132,"about_ca_system_score_gemma":0.004198082,"threshold_uncertainty_score":0.14753652},"labels":[],"label_agreement":null},{"id":"W4404320490","doi":"10.1007/978-3-031-69947-4_18","title":"Looking Forward: The Role of Human Computer Interaction and Cognition in Healthcare","year":2024,"lang":"en","type":"book-chapter","venue":"Cognitive informatics in biomedicine and healthcare","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Cognition; Health care; Cognitive science; Human–computer interaction; Psychology; Cognitive psychology; Computer science; Neuroscience; Economics; Economic growth","score_opus":0.044280114411836845,"score_gpt":0.41349657547138274,"score_spread":0.3692164610595459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404320490","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018415564,0.60050166,0.01989631,0.05958287,0.0067339977,0.000027637361,0.00016135043,0.00024472695,0.31100997],"genre_scores_gemma":[0.07150494,0.4543273,0.025395691,0.031758707,0.011757202,0.00015792568,0.00029476054,0.0003233189,0.40448028],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997358,0.0000864305,0.00000879907,0.000047143887,0.0001000387,0.000021854721],"domain_scores_gemma":[0.9991953,0.0006147995,0.000013469195,0.000032235577,0.0001025774,0.00004165066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006546551,0.0007534443,0.00064229296,0.0009980543,0.00088884856,0.0052089826,0.0010328453,0.0024870962,0.0132001145],"category_scores_gemma":[0.0010929675,0.00028640483,0.00035336244,0.0016223135,0.0043795146,0.008047663,0.00103927,0.0040530693,0.004098473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028204442,0.000058903366,0.00021333905,0.0007971735,0.000021756929,0.00013007854,0.003116018,0.0006276773,0.00083828415,0.52255124,0.24818765,0.2234296],"study_design_scores_gemma":[0.0000061157557,0.0000203664,0.00043632288,0.00068483583,0.000010793854,0.00019818469,0.00084406283,0.0006083622,0.00023390543,0.4116621,0.5852737,0.000021368303],"about_ca_topic_score_codex":0.0057542967,"about_ca_topic_score_gemma":0.008632356,"teacher_disagreement_score":0.0132001145,"about_ca_system_score_codex":0.0011113447,"about_ca_system_score_gemma":0.0020613207,"threshold_uncertainty_score":0.044158757},"labels":[],"label_agreement":null},{"id":"W4409050337","doi":"10.1007/978-3-031-82971-0_8","title":"Expanding the Characterization of Collaborative Workflow and Health IT","year":2025,"lang":"en","type":"book-chapter","venue":"Cognitive informatics in biomedicine and healthcare","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Workflow; Characterization (materials science); Computer science; Knowledge management; Business; Materials science; Nanotechnology; Database","score_opus":0.07550855422657503,"score_gpt":0.43764123312594605,"score_spread":0.362132678899371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409050337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020381859,0.001850757,0.8967769,0.0023089652,0.0001713275,0.00011906425,0.0005141261,0.00057002244,0.07730699],"genre_scores_gemma":[0.39601678,0.0020275156,0.57576025,0.000587323,0.00032823853,0.00026904172,0.0017374036,0.00044673652,0.022826716],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99657553,0.0012110637,0.00030529627,0.0010027769,0.00069656986,0.00020877832],"domain_scores_gemma":[0.9866043,0.008079821,0.00082510896,0.0027561344,0.0012762,0.00045849706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033412252,0.00079213403,0.00058200484,0.0030689323,0.0015037776,0.009050858,0.001781227,0.0017163068,0.0077724233],"category_scores_gemma":[0.015220506,0.0005329103,0.0017053816,0.0046421764,0.0041125123,0.015449917,0.0027191548,0.0027197332,0.001532671],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039102677,0.00008056418,0.0024928837,0.00015064525,0.000027767774,0.00013071834,0.0015142305,0.0068212645,0.001290964,0.89427507,0.003449227,0.0897275],"study_design_scores_gemma":[0.0000061140963,0.000027366794,0.002029213,0.00016692851,0.000028023613,0.00034243683,0.000930102,0.0938364,0.0015897979,0.85469365,0.0463234,0.00002652893],"about_ca_topic_score_codex":0.007010106,"about_ca_topic_score_gemma":0.0048611043,"teacher_disagreement_score":0.009050858,"about_ca_system_score_codex":0.0024507479,"about_ca_system_score_gemma":0.0030263225,"threshold_uncertainty_score":0.026001334},"labels":[],"label_agreement":null},{"id":"W4409050965","doi":"10.1007/978-3-031-82971-0_21","title":"Cognitive Disconnect and Information Overload: Electronic Health Record Use for Rounding and Handover Communications in a Pediatric Intensive Care Unit","year":2025,"lang":"en","type":"book-chapter","venue":"Cognitive informatics in biomedicine and healthcare","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Rounding; Handover; Unit (ring theory); Information overload; Cognition; Intensive care unit; Psychology; Medicine; Computer science; Medical emergency; Computer network; Intensive care medicine; Psychiatry; Operating system; World Wide Web","score_opus":0.05786104586567027,"score_gpt":0.3729365964286293,"score_spread":0.31507555056295905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409050965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62234664,0.028222935,0.0168903,0.06823651,0.0021562732,0.00021339957,0.0008309127,0.00049361656,0.26060945],"genre_scores_gemma":[0.8669156,0.024816545,0.02891291,0.010930828,0.0015204083,0.00014210898,0.00074088044,0.00023967368,0.06578112],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9983284,0.00078793074,0.00011609582,0.00008785062,0.0005605925,0.00011913254],"domain_scores_gemma":[0.99243027,0.00630762,0.0005141829,0.00016372271,0.00033043703,0.00025379882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018563565,0.0002509845,0.00019197985,0.0007812686,0.0008997263,0.0026455717,0.0010201198,0.001162896,0.0043429183],"category_scores_gemma":[0.009146097,0.00021416898,0.00036001246,0.0012059652,0.0005022848,0.0031830298,0.0012574872,0.0016071505,0.0005465473],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012391988,0.0005384449,0.04050963,0.00033725705,0.00004671568,0.0025420154,0.024890011,0.00060502515,0.00091670296,0.006012811,0.04824969,0.8752278],"study_design_scores_gemma":[0.0000715863,0.0010105165,0.34823254,0.004383708,0.00025603126,0.02308512,0.14915633,0.014308869,0.004687991,0.037184414,0.4172595,0.0003633899],"about_ca_topic_score_codex":0.0058722603,"about_ca_topic_score_gemma":0.021081997,"teacher_disagreement_score":0.0058722603,"about_ca_system_score_codex":0.0010797334,"about_ca_system_score_gemma":0.0020368823,"threshold_uncertainty_score":0.014528513},"labels":[],"label_agreement":null}]}