{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":43,"total_is_capped":false,"direct_labels_cover":5,"predictions_cover":43,"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":"2522a96db152","filters":{"venue":"Journal of Mixed Methods Research"}},"results":[{"id":"W2118167612","doi":"10.1177/1558689811400607","title":"Assessing Resilience Across Cultures Using Mixed Methods: Construction of the Child and Youth Resilience Measure","year":2011,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Resilience and Mental Health","field":"Psychology","cited_by":726,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Measure (data warehouse); Resilience (materials science); Multimethodology; Psychology; Qualitative research; Psychological resilience; Positive Youth Development; Qualitative property; Applied psychology; Developmental psychology; Social psychology; Sociology; Computer science; Social science; Pedagogy","authors":[{"name":"Michael Ungar","is_ca":true},{"name":"Linda Liebenberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3069405599051449,"gpt":0.6135280692520462,"spread":0.3065875093469013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02209135,0.0005463973,0.0007248693,0.006177857,0.00162938,0.001772673,0.0009957345,0.0003612016,0.000914625],"category_scores_gemma":[0.02927181,0.0004220122,0.0009057675,0.004499516,0.0008060268,0.001095737,0.004131866,0.0007032111,0.0001471695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837517,"about_ca_system_score_gemma":0.00299641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006002326,"about_ca_topic_score_gemma":0.01134195,"domain_scores_codex":[0.9786526,0.01567937,0.002079356,0.000758436,0.002524043,0.0003062149],"domain_scores_gemma":[0.9864667,0.004857598,0.002742246,0.001907189,0.003506567,0.0005196527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004094415,0.0003912668,0.3623185,0.001315094,0.0007763876,0.0006056884,0.06512205,0.002420315,0.00508211,0.009340873,0.001979593,0.5502387],"study_design_scores_gemma":[0.0002665028,0.002929596,0.6502272,0.004899604,0.001383174,0.003262396,0.1883342,0.02587969,0.02908691,0.03712452,0.05596539,0.0006407988],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7919075,0.001987197,0.1834446,0.0009260945,0.0001482017,0.0106437,0.001858913,0.0002244839,0.008859187],"genre_scores_gemma":[0.5896646,0.001190062,0.3914587,0.0001839728,0.00002502909,0.01593048,0.0007489439,0.00003583245,0.0007624376],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02209135,"threshold_uncertainty_score":0.1168316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2327837586","doi":"10.1177/1558689815570092","title":"Investigator Triangulation","year":2015,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":350,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Canadian Child Health Clinician Scientist Program","keywords":"Triangulation; Computer science; Diversity (politics); Inclusion (mineral); Multimethodology; Psychology; Data science; Management science; Sociology; Mathematics education; Social psychology; Mathematics","authors":[{"name":"Mandy M. Archibald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9815558471693605,"gpt":0.8821782406828093,"spread":0.09937760648655125,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3385541,0.002195604,0.003884218,0.01225593,0.009589333,0.01071352,0.006151164,0.006041457,0.01622317],"category_scores_gemma":[0.4906279,0.002574944,0.00404726,0.01159037,0.00729312,0.01294213,0.02381181,0.006764947,0.005603127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014865,"about_ca_system_score_gemma":0.03681715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003581963,"about_ca_topic_score_gemma":0.004204567,"domain_scores_codex":[0.4464306,0.4150237,0.05468911,0.0309554,0.04590141,0.006999711],"domain_scores_gemma":[0.5343874,0.2012029,0.0436279,0.08726741,0.1286782,0.004836206],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001758657,0.0003239978,0.02409116,0.0186915,0.0008403276,0.001625787,0.2945827,0.001428556,0.002342341,0.1963388,0.05327597,0.4047002],"study_design_scores_gemma":[0.001192758,0.001136626,0.006134386,0.03005568,0.0009417169,0.0023849,0.1266008,0.004211306,0.006122136,0.2266942,0.5940788,0.0004467291],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06994676,0.01660567,0.6620029,0.03513479,0.009360545,0.09125567,0.004150779,0.001205275,0.1103376],"genre_scores_gemma":[0.3421758,0.008535147,0.4608828,0.02223153,0.001978658,0.1218062,0.003441211,0.000962705,0.03798587],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6614459,"threshold_uncertainty_score":0.8156806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2895935703","doi":"10.1177/1558689818804060","title":"Social Network Analysis: An Example of Fusion Between Quantitative and Qualitative Methods","year":2018,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":149,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Michael's Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Centrality; Computer science; Social network analysis; Visualization; Quantitative analysis (chemistry); Data science; Subjectivity; Qualitative analysis; Qualitative property; Selection (genetic algorithm); Qualitative research; Data visualization; Social network (sociolinguistics); Data mining; Artificial intelligence; Machine learning; Sociology; Epistemology; Mathematics; Social science; Statistics; World Wide Web; Social media","authors":[{"name":"Reza Yousefi Nooraie","is_ca":true},{"name":"Joanna E. M. Sale","is_ca":true},{"name":"Alexandra Marin","is_ca":true},{"name":"Lori E. Ross","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4537575266037598,"gpt":0.6426087668313554,"spread":0.1888512402275956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1025731,0.00175941,0.002209967,0.01741291,0.00423252,0.0164679,0.003030888,0.003671874,0.005824566],"category_scores_gemma":[0.1026871,0.001174824,0.001838174,0.01388338,0.02033485,0.0188127,0.01325232,0.006221144,0.001085792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00521665,"about_ca_system_score_gemma":0.005969945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001858461,"about_ca_topic_score_gemma":0.002135298,"domain_scores_codex":[0.8973104,0.08201764,0.003532151,0.004552958,0.01180315,0.0007836499],"domain_scores_gemma":[0.7994167,0.1697525,0.004362969,0.01509341,0.009853183,0.001521212],"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":[0.00006964209,0.00008046751,0.001484536,0.001307116,0.0001787262,0.000324187,0.02204836,0.001633856,0.001064899,0.895604,0.00486776,0.07133643],"study_design_scores_gemma":[0.00002367419,0.00006092987,0.000926497,0.001466277,0.00005453703,0.0002892174,0.005779151,0.007706964,0.0009356677,0.8961291,0.08652844,0.00009967518],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005291335,0.005622333,0.9441993,0.01374967,0.0006240192,0.0004484445,0.0003465747,0.0004083659,0.02931006],"genre_scores_gemma":[0.1330539,0.004742751,0.8534935,0.002870639,0.0004736951,0.001457852,0.0002636539,0.0005472921,0.003096856],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1025731,"threshold_uncertainty_score":0.542465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2799360482","doi":"10.1177/1558689818770058","title":"A Conceptual Framework for Critical Appraisal in Systematic Mixed Studies Reviews","year":2018,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":130,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Critical appraisal; Systematic review; Management science; Conceptual framework; Multimethodology; Psychological intervention; Engineering ethics; Computer science; Psychology; Sociology; Social science; Political science; MEDLINE; Engineering; Medicine","authors":[{"name":"Quan Nha Hong","is_ca":true},{"name":"Pierre Pluye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9502460382962103,"gpt":0.7781767957523354,"spread":0.1720692425438749,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5501427,0.006497417,0.006894902,0.02977384,0.007793221,0.02035994,0.01347594,0.0165872,0.007333718],"category_scores_gemma":[0.505487,0.003876052,0.01046393,0.01702225,0.03780882,0.02106551,0.01755201,0.02157427,0.00292764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0262894,"about_ca_system_score_gemma":0.05381479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005934213,"about_ca_topic_score_gemma":0.005614257,"domain_scores_codex":[0.2767564,0.6328332,0.05400284,0.00935712,0.02447951,0.002570835],"domain_scores_gemma":[0.2759049,0.6250396,0.02886086,0.01115064,0.05533852,0.003705519],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001111985,0.0000564145,0.0002846193,0.0161503,0.0006204602,0.0002661877,0.01251305,0.003207086,0.0002404159,0.8890972,0.01530187,0.06215124],"study_design_scores_gemma":[0.0004740508,0.0002008029,0.0003064958,0.02729972,0.0005151606,0.0003932078,0.002955961,0.006403026,0.0003863209,0.8650301,0.09577454,0.0002607206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004624847,0.02170642,0.8990687,0.05258795,0.003158631,0.01060427,0.0004242715,0.0004121124,0.01157506],"genre_scores_gemma":[0.009606001,0.006342991,0.958024,0.005022868,0.001174938,0.01927411,0.0001302552,0.00007705209,0.0003477191],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4498573,"threshold_uncertainty_score":0.5547541,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"agree"},{"id":"W1996950623","doi":"10.1177/1558689808315323","title":"Integrative Mixed Methods Data Analytic Strategies in Research on School Success in Challenging Circumstances","year":2008,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":109,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Multimethodology; Computer science; Thematic analysis; Qualitative property; Data science; Management science; Data collection; Qualitative research; Psychology; Mathematics education; Sociology; Machine learning; Social science","authors":[{"name":"Eunice Eunhee Jang","is_ca":true},{"name":"Douglas McDougall","is_ca":true},{"name":"Dawn E. Pollon","is_ca":true},{"name":"Monique Herbert","is_ca":true},{"name":"Pia Russell","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9535547666288822,"gpt":0.8455590105396353,"spread":0.1079957560892468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4662002,0.003339771,0.005812416,0.02636699,0.01067162,0.01969579,0.00855139,0.004760752,0.006847902],"category_scores_gemma":[0.4817001,0.002639969,0.004129691,0.03724986,0.01972746,0.01873222,0.02029223,0.007746816,0.001272985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008826965,"about_ca_system_score_gemma":0.01769299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474609,"about_ca_topic_score_gemma":0.004709642,"domain_scores_codex":[0.3031867,0.6483229,0.02095297,0.007257001,0.01906287,0.001217632],"domain_scores_gemma":[0.352351,0.558901,0.02308463,0.03847286,0.02480897,0.002381647],"domain_codex":"methods","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":[0.0003231415,0.0004487901,0.009108691,0.01439488,0.0015726,0.0008432461,0.1542328,0.003658484,0.001337738,0.4879615,0.009860867,0.3162572],"study_design_scores_gemma":[0.0003893037,0.0009546623,0.005831884,0.01551602,0.000794368,0.001190434,0.09460098,0.01901854,0.003922319,0.7449887,0.1122586,0.0005342486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007281368,0.005216673,0.9578972,0.005889289,0.0006321301,0.01319878,0.0003449212,0.000291329,0.009248166],"genre_scores_gemma":[0.03670058,0.001774024,0.9228226,0.001157394,0.0002531927,0.03657133,0.0001490075,0.0001202583,0.0004514612],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4662002,"threshold_uncertainty_score":0.6582702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1996582973","doi":"10.1177/1558689809336660","title":"Bourdieu’s Reflexive Sociology as a Theoretical Basis for Mixed Methods Research","year":2009,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Reflexivity; Sociology; Epistemology; Structure and agency; Agency (philosophy); Social science; Social research; Object (grammar); Qualitative research; Computer science","authors":[{"name":"Christopher J. Fries","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2785025743791554,"gpt":0.67376321912325,"spread":0.3952606447440946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1877689,0.001774158,0.003375018,0.01241319,0.007154811,0.01596303,0.004691828,0.006264622,0.003482464],"category_scores_gemma":[0.09593786,0.001370323,0.002118109,0.008431139,0.07282554,0.01019443,0.01144391,0.01003148,0.0009365866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01039913,"about_ca_system_score_gemma":0.0110188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092891,"about_ca_topic_score_gemma":0.001839951,"domain_scores_codex":[0.6938435,0.2748719,0.006845948,0.007930563,0.01510389,0.001404272],"domain_scores_gemma":[0.8238592,0.1491897,0.005521771,0.0126293,0.00713311,0.001666936],"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":[0.0000166737,0.00003154913,0.0001843799,0.0002733412,0.00003386696,0.00005734123,0.01117564,0.0003972119,0.0001077316,0.9773973,0.001076988,0.009248057],"study_design_scores_gemma":[0.0000434817,0.00004836986,0.0001202223,0.0005572655,0.00001851816,0.0001408043,0.002177009,0.001191275,0.0003210905,0.9579501,0.03739546,0.00003632006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005288451,0.009320107,0.8774767,0.03723599,0.001387919,0.001880561,0.0001474337,0.0001740279,0.06708892],"genre_scores_gemma":[0.2393351,0.006013729,0.7295333,0.008716793,0.001228177,0.01062204,0.00009149925,0.0001584518,0.004300906],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1877689,"threshold_uncertainty_score":0.9930289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2132107678","doi":"10.1177/1558689811423914","title":"Suicide Studies and the Need for Mixed Methods Research","year":2011,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Suicidology; Multidisciplinary approach; Multimethodology; Psychology; Suicide prevention; Human factors and ergonomics; Poison control; Suicide methods; Management science; Sociology; Medicine; Social science; Engineering; Suicide rates; Medical emergency; Mathematics education","authors":[{"name":"Michael J. Kral","is_ca":true},{"name":"Paul S. Links","is_ca":true},{"name":"Yvonne Bergmans","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6180761275358337,"gpt":0.6494610243902947,"spread":0.031384896854461,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6524087,0.001870756,0.007601753,0.01720445,0.007704741,0.02249111,0.009334767,0.01285175,0.005611531],"category_scores_gemma":[0.6970745,0.002733958,0.003345187,0.01084372,0.01908018,0.02105353,0.01443404,0.01154865,0.0009336486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01324049,"about_ca_system_score_gemma":0.03261764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408605,"about_ca_topic_score_gemma":0.005069884,"domain_scores_codex":[0.2323819,0.6740498,0.04290257,0.009676167,0.03939732,0.001592192],"domain_scores_gemma":[0.1056227,0.8053641,0.01566295,0.03376116,0.03373733,0.005851726],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000788672,0.000794245,0.01036648,0.04005634,0.002457797,0.0008580594,0.03469301,0.001194596,0.0006336644,0.2938381,0.0302829,0.5840361],"study_design_scores_gemma":[0.001118797,0.001521846,0.005741478,0.07306174,0.0008702611,0.001834265,0.03038295,0.005236412,0.0009183186,0.6704395,0.208398,0.0004763931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0119339,0.2769768,0.3062639,0.3495458,0.02108661,0.01445282,0.0007110286,0.0007369008,0.0182923],"genre_scores_gemma":[0.1091158,0.06331848,0.6990475,0.07323638,0.006570156,0.04614411,0.0004111524,0.0002741719,0.001882297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3475913,"threshold_uncertainty_score":0.428642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902529063","doi":"10.1177/1558689818816248","title":"The Craft Attitude: Navigating Mess in Mixed Methods Research","year":2018,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"University of Michigan","keywords":"Craft; Acknowledgement; Sociology; Value (mathematics); Storytelling; Multimethodology; Process (computing); Field (mathematics); Qualitative research; Psychology; Epistemology; Computer science; Narrative; Social science; Visual arts; Art","authors":[{"name":"Matthew D. Sanscartier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8468772699770424,"gpt":0.8188672558972742,"spread":0.02801001407976822,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5420454,0.002127507,0.003318405,0.009176059,0.01346239,0.02614982,0.006044596,0.009198225,0.002891787],"category_scores_gemma":[0.5289662,0.002914845,0.002238948,0.005332724,0.09016281,0.03391396,0.03468269,0.01566917,0.0009843118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01013888,"about_ca_system_score_gemma":0.01660791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001921444,"about_ca_topic_score_gemma":0.003181668,"domain_scores_codex":[0.2736701,0.6639228,0.01992428,0.01328785,0.027047,0.002147901],"domain_scores_gemma":[0.2493991,0.6561325,0.03030776,0.0465797,0.0147914,0.00278952],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003052369,0.000182521,0.007541336,0.004750679,0.0004033445,0.0005680179,0.5053485,0.00170775,0.002195722,0.3231075,0.003695172,0.1501942],"study_design_scores_gemma":[0.0002698066,0.0006871758,0.002067815,0.01063369,0.0002902513,0.001109667,0.1070312,0.006571288,0.002955609,0.7934713,0.07449624,0.0004160615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0371624,0.006459459,0.8681152,0.06739992,0.001377757,0.004213264,0.00007725395,0.0005638886,0.01463068],"genre_scores_gemma":[0.363204,0.002949867,0.6002247,0.01683236,0.0008224987,0.01376888,0.0000583153,0.0003561014,0.001783212],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5420454,"threshold_uncertainty_score":0.5647396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2161793276","doi":"10.1177/1558689813486190","title":"Unexpected but Most Welcome","year":2013,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Stakeholder; Participatory evaluation; Measure (data warehouse); Citizen journalism; Computer science; Nothing; Process (computing); Multimethodology; Management science; Process management; Data science; Sociology; Public relations; Political science; Business; Engineering; Social science; Data mining; World Wide Web; Epistemology","authors":[{"name":"Pierre‐Marc Daigneault","is_ca":true},{"name":"Steve Jacob","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6298937978534725,"gpt":0.7019491751601077,"spread":0.07205537730663514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06033761,0.001584965,0.001343337,0.001619861,0.00446457,0.01168614,0.003665127,0.006320995,0.02939492],"category_scores_gemma":[0.223655,0.0006931818,0.001664488,0.001413953,0.009782088,0.01519108,0.01393503,0.01763143,0.01934903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003473243,"about_ca_system_score_gemma":0.005334257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006745684,"about_ca_topic_score_gemma":0.00158513,"domain_scores_codex":[0.9174917,0.04432769,0.002195978,0.008875917,0.0240146,0.003094091],"domain_scores_gemma":[0.8373398,0.05884472,0.009519971,0.02768589,0.04956755,0.0170421],"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":[0.0004635311,0.0001230842,0.003533753,0.001392555,0.0002263195,0.001510373,0.008717137,0.0002907558,0.004646562,0.1236349,0.5901389,0.2653221],"study_design_scores_gemma":[0.00004456681,0.0001149324,0.001225821,0.001130693,0.00005296404,0.001720977,0.006355627,0.000532261,0.002080357,0.08636391,0.9002463,0.0001316219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006361025,0.01410769,0.07720593,0.6964036,0.1439157,0.0003374198,0.0005709038,0.0015607,0.05953696],"genre_scores_gemma":[0.175341,0.01185689,0.1476517,0.3748783,0.1014084,0.001447583,0.001254416,0.003764894,0.1823968],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06033761,"threshold_uncertainty_score":0.3190997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2161871141","doi":"10.1177/1558689810374960","title":"Using Mixed Methods to Study First-Year College Impact on Liberal Arts Learning Outcomes","year":2010,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Liberal arts education; Multimethodology; Qualitative property; Diversity (politics); Interpretation (philosophy); Data collection; Mathematics education; Qualitative research; Sociology; Semi-structured interview; Higher education; Psychology; Pedagogy; Social science; Political science; Computer science","authors":[{"name":"Tricia A. Seifert","is_ca":true},{"name":"Kathleen M. Goodman","is_ca":false},{"name":"Patricia M. King","is_ca":false},{"name":"Marcia B. Baxter Magolda","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2844135320013767,"gpt":0.6643569124237915,"spread":0.3799433804224148,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07714974,0.0011672,0.001534784,0.007879785,0.002847576,0.003961623,0.002572945,0.00127941,0.002202617],"category_scores_gemma":[0.1066037,0.0006686274,0.001463436,0.006289291,0.001537057,0.002337462,0.003627494,0.001650225,0.0003496725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003257007,"about_ca_system_score_gemma":0.004253957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004565149,"about_ca_topic_score_gemma":0.01251254,"domain_scores_codex":[0.9066144,0.07687095,0.004315546,0.004332158,0.006980449,0.0008865805],"domain_scores_gemma":[0.8456613,0.1233256,0.01254163,0.009348554,0.008254186,0.0008687648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002274315,0.004154798,0.1920186,0.008529834,0.006456257,0.0008593595,0.09025979,0.006880418,0.004601425,0.04376454,0.004862299,0.6353384],"study_design_scores_gemma":[0.003712139,0.02255809,0.2993256,0.0146507,0.00797079,0.002525678,0.2309198,0.06382036,0.03028982,0.1937084,0.1288424,0.001676255],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4668368,0.009791983,0.4723552,0.002125093,0.001043385,0.03224351,0.00221652,0.000395181,0.01299235],"genre_scores_gemma":[0.4538298,0.003468395,0.4653363,0.001713501,0.000247636,0.07158004,0.001114097,0.0001042301,0.002606102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07714974,"threshold_uncertainty_score":0.4080117,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3016475516","doi":"10.1177/1558689820901936","title":"Using the Exploratory Sequential Design for Complex Intervention Development: Example of the Development of a Self-Management Program for Spinal Cord Injury","year":2020,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Exploratory research; Intervention (counseling); Psychological intervention; Process management; Computer science; Qualitative research; Management science; Applied psychology; Psychology; Medicine; Nursing; Engineering; Sociology","authors":[{"name":"Sarah Munce","is_ca":true},{"name":"Timothy C. Guetterman","is_ca":false},{"name":"Susan Jaglal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9423152920817971,"gpt":0.7750255194084039,"spread":0.1672897726733932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1118521,0.001254217,0.0009682347,0.001896257,0.004622082,0.002795445,0.001788058,0.001571281,0.007849663],"category_scores_gemma":[0.09845156,0.0006925447,0.00163934,0.002255311,0.004747835,0.002867255,0.004677232,0.00284359,0.0008278855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003717609,"about_ca_system_score_gemma":0.01144182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459198,"about_ca_topic_score_gemma":0.004688219,"domain_scores_codex":[0.8341512,0.1567691,0.00261464,0.001624895,0.003818975,0.001021316],"domain_scores_gemma":[0.8238216,0.1551802,0.003171227,0.007993056,0.008221038,0.001612873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004879582,0.0086943,0.01020336,0.01246286,0.0005471177,0.001748671,0.1502202,0.01313852,0.009317172,0.1575599,0.01051744,0.6207108],"study_design_scores_gemma":[0.01361318,0.06151063,0.02852306,0.01327011,0.001239606,0.002511048,0.1266367,0.05809279,0.04226313,0.3258539,0.3252564,0.001229415],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1317863,0.0009793668,0.747345,0.004880466,0.000619249,0.07994063,0.0006221026,0.0006940891,0.03313277],"genre_scores_gemma":[0.1780137,0.0004780545,0.7707503,0.0006504392,0.0000325358,0.04824606,0.0001109026,0.00007571237,0.001642362],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1118521,"threshold_uncertainty_score":0.5915376,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3099638507","doi":"10.1177/1558689820970692","title":"Strange Bedfellows: Exploring Methodological Intersections Between Realist Inquiry and Structural Equation Modeling","year":2020,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":32,"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":"Structural equation modeling; Epistemology; Field (mathematics); Critical realism (philosophy of perception); Sociology; Multimethodology; Latent variable; Realism; Management science; Computer science; Social science; Mathematics; Philosophy; Artificial intelligence; Engineering","authors":[{"name":"Allison Brown","is_ca":true},{"name":"Kent G. Hecker","is_ca":true},{"name":"Harold G. J. Bok","is_ca":false},{"name":"Rachel Ellaway","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9738115710504699,"gpt":0.7338355106388782,"spread":0.2399760604115917,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1068922,0.001224742,0.002541241,0.005469044,0.009056081,0.01704183,0.003684996,0.005415053,0.004945134],"category_scores_gemma":[0.2368418,0.001803208,0.002008277,0.007936195,0.04263673,0.0289335,0.01417175,0.01234444,0.0005083319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008232865,"about_ca_system_score_gemma":0.009624203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004895704,"about_ca_topic_score_gemma":0.007532829,"domain_scores_codex":[0.8079725,0.1781414,0.002549137,0.003734765,0.006490327,0.001111955],"domain_scores_gemma":[0.6823214,0.2933313,0.006418205,0.01103165,0.004957828,0.001939662],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002939027,0.00002466886,0.0005879676,0.0001851661,0.00004972659,0.0001160799,0.02053243,0.001073115,0.00006073932,0.9646449,0.00109371,0.0116021],"study_design_scores_gemma":[0.00001851038,0.00002339249,0.0001659141,0.0003885964,0.00001727824,0.00005474334,0.006406682,0.004126981,0.0000798921,0.9784144,0.01028299,0.00002062977],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04451954,0.01503723,0.7564128,0.1414058,0.001525313,0.0003186673,0.0001294999,0.0002058833,0.04044529],"genre_scores_gemma":[0.6972976,0.004917809,0.2833596,0.008100387,0.0006799173,0.001413361,0.0001163577,0.0002224548,0.003892445],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8931078,"threshold_uncertainty_score":0.5653066,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3165918190","doi":"10.1177/15586898211019496","title":"Methodological Bricolage and COVID-19: An Illustration From Innovative, Novel, and Adaptive Environmental Behavior Change Research","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Community Health and Development","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Mitacs","keywords":"Bricolage; Data collection; Field (mathematics); Meaning (existential); Visitor pattern; Naturalistic observation; Coronavirus disease 2019 (COVID-19); Research design; Trustworthiness; Comprehension; Sociology; Computer science; Psychology; Management science; Social science; Social psychology; Engineering; Visual arts","authors":[{"name":"Jill Bueddefeld","is_ca":true},{"name":"Michelle Murphy","is_ca":true},{"name":"Julie Ostrem","is_ca":true},{"name":"Elizabeth Halpenny","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9226394704191588,"gpt":0.7220509499160714,"spread":0.2005885205030874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07507441,0.001165084,0.00083579,0.00470295,0.01394283,0.01153749,0.003777658,0.004524341,0.00294942],"category_scores_gemma":[0.06604384,0.0008951937,0.001398267,0.003872182,0.05494152,0.009560375,0.02374117,0.008241393,0.0004630223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008610499,"about_ca_system_score_gemma":0.01124845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004533566,"about_ca_topic_score_gemma":0.01340247,"domain_scores_codex":[0.8833032,0.1058822,0.001742976,0.00227267,0.005198225,0.001600664],"domain_scores_gemma":[0.8967246,0.08464047,0.003870843,0.00971992,0.003508986,0.001535089],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001529466,0.0002708139,0.006234184,0.002249136,0.00007453923,0.001145642,0.519513,0.0005071692,0.002347235,0.3577652,0.006072933,0.1036672],"study_design_scores_gemma":[0.0001241277,0.0007260868,0.007203248,0.006406108,0.00009595253,0.003089393,0.2953194,0.001590403,0.004104778,0.1518105,0.5293164,0.0002136233],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1821721,0.01848261,0.528193,0.1027381,0.003217122,0.00385717,0.000259463,0.0004256685,0.1606546],"genre_scores_gemma":[0.6124352,0.009029645,0.3543105,0.01012841,0.000536094,0.004628708,0.0001218357,0.0002578233,0.008551824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9249256,"threshold_uncertainty_score":0.3970362,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W2141924353","doi":"10.1177/1558689810385693","title":"Refining a Location Analysis Model Using a Mixed Methods Approach: Community Readiness as a Key Factor in Siting Rural Palliative Care Services","year":2010,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Dalhousie University; Simon Fraser University","funders":"","keywords":"Palliative care; Vulnerability (computing); Population; Qualitative property; Rural area; Sociology; Nursing; Medicine; Computer science; Environmental health; Computer security","authors":[{"name":"Valorie A. Crooks","is_ca":true},{"name":"Nadine Schuurman","is_ca":true},{"name":"Jonathan Cinnamon","is_ca":true},{"name":"Heather Castleden","is_ca":true},{"name":"Rory Johnston","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3572799077477637,"gpt":0.6089148212209619,"spread":0.2516349134731982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02483276,0.001420587,0.001599748,0.004322167,0.002745918,0.006766623,0.004393137,0.002445816,0.002587869],"category_scores_gemma":[0.056876,0.001050647,0.003402642,0.005588804,0.002881384,0.006144975,0.005393344,0.00280873,0.000503654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005894541,"about_ca_system_score_gemma":0.009180243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03082186,"about_ca_topic_score_gemma":0.03397752,"domain_scores_codex":[0.9702046,0.02517873,0.0007788306,0.001657274,0.001481396,0.0006992617],"domain_scores_gemma":[0.9396324,0.05025066,0.002741161,0.001540578,0.004947766,0.0008873644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004388367,0.0008226024,0.1883245,0.001534723,0.001513969,0.00123807,0.04935557,0.1758938,0.001359714,0.4101367,0.006404921,0.1629766],"study_design_scores_gemma":[0.0001464207,0.0008062698,0.01905204,0.0009054949,0.0008372901,0.0003889785,0.03339719,0.7768526,0.000764125,0.155753,0.01078945,0.0003072063],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1050251,0.000358074,0.8800325,0.00596689,0.0001800818,0.001285525,0.0004018948,0.0001751649,0.006574714],"genre_scores_gemma":[0.6506895,0.0004400889,0.342805,0.0004144789,0.00005080174,0.003340947,0.0002538339,0.0000516533,0.001953717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03082186,"threshold_uncertainty_score":0.1313298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3207526553","doi":"10.1177/15586898211037412","title":"<i>Weight of Evidence</i> : Participatory Methods and Bayesian Updating to Contextualize Evidence Synthesis in Stakeholders’ Knowledge","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"CARE Canada; McGill University","funders":"Canadian Institutes of Health Research; Pierre Elliott Trudeau Foundation","keywords":"Stakeholder; Transformative learning; Context (archaeology); Knowledge translation; Evidence-based practice; Psychology; Citizen journalism; Data science; Management science; Computer science; Knowledge management; Sociology; Public relations; Medicine; Political science; Alternative medicine; World Wide Web","authors":[{"name":"Anna Dion","is_ca":true},{"name":"Alessandro Carini-Gutierrez","is_ca":true},{"name":"Vania Jimenez","is_ca":true},{"name":"Amal Ben Ameur","is_ca":true},{"name":"Émilie Robert","is_ca":false},{"name":"Lawrence Joseph","is_ca":true},{"name":"Neil Andersson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6653773298914865,"gpt":0.5871485855386123,"spread":0.07822874435287419,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4403048,0.002859075,0.004801142,0.01977398,0.006150756,0.01704307,0.006614372,0.006959299,0.006414325],"category_scores_gemma":[0.5649539,0.003167784,0.006394677,0.01443514,0.0260459,0.01960829,0.02325039,0.01021865,0.001094579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01227419,"about_ca_system_score_gemma":0.0228296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005538974,"about_ca_topic_score_gemma":0.006756728,"domain_scores_codex":[0.4818426,0.4622967,0.02344264,0.0122896,0.01856451,0.001564015],"domain_scores_gemma":[0.3071534,0.6047102,0.02468136,0.0413118,0.0203846,0.001758708],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003333809,0.000110994,0.00260752,0.01361433,0.002423952,0.0003104451,0.04073472,0.008149439,0.001636058,0.4917195,0.006625933,0.4317338],"study_design_scores_gemma":[0.0001775389,0.0001599945,0.001035939,0.01349413,0.0009800802,0.0002521403,0.004822316,0.01746707,0.002971119,0.9164565,0.04192059,0.0002627178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002507329,0.003032202,0.9724495,0.00851437,0.0004001899,0.003862716,0.0001855935,0.0003667811,0.008681237],"genre_scores_gemma":[0.05358716,0.001084369,0.9377048,0.001040668,0.0001601729,0.005846957,0.00007319229,0.000130008,0.0003725459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5596952,"threshold_uncertainty_score":0.6902038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399244461","doi":"10.1177/15586898241257555","title":"Toward a Framework for Appraising the Quality of Integration in Mixed Methods Research","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Multimethodology; Quality (philosophy); Management science; Sociology; Computer science; Social science; Epistemology; Engineering","authors":[{"name":"Sergi Fàbregues","is_ca":false},{"name":"Ahtisham Younas","is_ca":true},{"name":"Elsa Lucia Escalante‐Barrios","is_ca":false},{"name":"José F. Molina‐Azorín","is_ca":false},{"name":"Pedro Vázquez-Miraz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9629887582583312,"gpt":0.8779782843765034,"spread":0.08501047388182781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8435917,0.00342079,0.009443196,0.04181108,0.01111636,0.03528454,0.01179525,0.01129067,0.001868406],"category_scores_gemma":[0.8428416,0.003727445,0.009026006,0.02153483,0.04103857,0.02555203,0.03162075,0.0181639,0.0005328031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03948177,"about_ca_system_score_gemma":0.08197128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009551141,"about_ca_topic_score_gemma":0.007379062,"domain_scores_codex":[0.1006674,0.7541743,0.08046022,0.008407778,0.05391696,0.002373427],"domain_scores_gemma":[0.0740702,0.7624604,0.04185788,0.02828984,0.08996571,0.003355985],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006142479,0.0003634071,0.01651833,0.03225061,0.002563441,0.0002595523,0.04351167,0.005527018,0.001131701,0.5577406,0.01017321,0.3293462],"study_design_scores_gemma":[0.0008948663,0.001378597,0.01019695,0.07675575,0.002090823,0.0007047821,0.02142476,0.02172076,0.002340154,0.7965482,0.0652611,0.0006833288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005286354,0.0248657,0.9006503,0.04648925,0.001522396,0.01097921,0.0003142205,0.0004387461,0.009453763],"genre_scores_gemma":[0.05306228,0.002344773,0.9272802,0.00325763,0.0003382219,0.01336854,0.0001283383,0.00006937698,0.0001506268],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1564083,"threshold_uncertainty_score":0.2864617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2096493740","doi":"10.1177/1558689808319732","title":"Learned Resourcefulness and the Long-Term Benefits of a Chronic Pain Management Program","year":2008,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Community Health and Development","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Trent University","funders":"","keywords":"Introspection; Constructive; Coping (psychology); Psychology; Time management; Schedule; Chronic pain; Psychotherapist; Applied psychology; Social psychology; Cognitive psychology; Computer science; Psychiatry","authors":[{"name":"Deborah J. Kennett","is_ca":true},{"name":"Fergal O’Hagan","is_ca":true},{"name":"Diego Cezer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3663311805951569,"gpt":0.6055128940912408,"spread":0.2391817134960839,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001649847,0.000140252,0.0001965376,0.0004181137,0.0005170023,0.0003870973,0.0003440833,0.0002675953,0.001275258],"category_scores_gemma":[0.003673169,0.00009545204,0.000136657,0.0002043282,0.0004595562,0.0002514528,0.0006799848,0.000380954,0.00003791271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006147965,"about_ca_system_score_gemma":0.001220268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028375,"about_ca_topic_score_gemma":0.003154339,"domain_scores_codex":[0.9989662,0.0006520908,0.00005020004,0.00005834524,0.0001779712,0.00009514472],"domain_scores_gemma":[0.998548,0.0009293816,0.0001728475,0.00007283062,0.00004396387,0.0002330584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005000765,0.04190383,0.03738935,0.001087187,0.0002028278,0.0002867032,0.00963244,0.0008402457,0.008316827,0.002185512,0.0004602652,0.892694],"study_design_scores_gemma":[0.005754002,0.1662807,0.7586575,0.001648354,0.001136652,0.001110401,0.01878841,0.007901823,0.015832,0.007764969,0.01498652,0.0001385373],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959382,0.0006148968,0.0008125524,0.0002169217,0.00001048357,0.0005540038,0.00002199929,0.00001186609,0.00181927],"genre_scores_gemma":[0.9949253,0.0003283348,0.003390923,0.0000707402,0.00001120432,0.0007526429,0.00001638012,0.000001324464,0.0005032809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001649847,"threshold_uncertainty_score":0.008725286,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2524300544","doi":"10.1177/1558689816668689","title":"Analysis of Novel Care Management Programs in Primary Care: An Example of Mixed Methods in Health Services Research","year":2016,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":21,"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":"Agency for Healthcare Research and Quality","keywords":"Multimethodology; Normalization (sociology); Computer science; Management science; Qualitative research; Health care; Qualitative property; Qualitative comparative analysis; Data science; Sociology; Engineering; Social science","authors":[{"name":"Jodi Summers Holtrop","is_ca":false},{"name":"Georges Potworowski","is_ca":false},{"name":"Lee A. Green","is_ca":true},{"name":"Michael D. Fetters","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5407329179224885,"gpt":0.6648966207717142,"spread":0.1241637028492257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2176909,0.001194407,0.001844051,0.006863661,0.008861411,0.009858118,0.004300583,0.003708569,0.003387436],"category_scores_gemma":[0.159664,0.0009320368,0.0022837,0.007081047,0.01534076,0.008062045,0.009579456,0.004379362,0.0003971828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009656362,"about_ca_system_score_gemma":0.0137632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00492946,"about_ca_topic_score_gemma":0.008727669,"domain_scores_codex":[0.5377109,0.4404705,0.004579824,0.005447495,0.01057904,0.001212275],"domain_scores_gemma":[0.6701335,0.2834473,0.008577874,0.02489621,0.01073587,0.002209307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005174436,0.002355526,0.0151466,0.006378389,0.001314775,0.0008845745,0.210165,0.00558899,0.002114519,0.4039612,0.00570393,0.3458691],"study_design_scores_gemma":[0.0009615237,0.00326191,0.01830019,0.01142681,0.0007789166,0.001332839,0.1303608,0.02705759,0.008889287,0.6679991,0.129131,0.000499995],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1012963,0.008311207,0.8134304,0.02262583,0.0007091986,0.01095647,0.000414217,0.0002214108,0.0420349],"genre_scores_gemma":[0.2366441,0.001835873,0.7470617,0.003138414,0.0001643812,0.009006198,0.0001181145,0.00009992709,0.001931299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2176909,"threshold_uncertainty_score":0.9647264,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2418412250","doi":"10.1177/1558689816651793","title":"Methodological K/nots: Designing Research on the Enforcement of Labor Standards","year":2016,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Southeast Asian Sociopolitical Studies","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Toronto Metropolitan University; McGill University; University of Windsor; York University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Unsaid; Sociology; Focus group; Multimethodology; Politics; Enforcement; Multidisciplinary approach; Public relations; Engineering ethics; Pedagogy; Political science; Social science; Law; Engineering","authors":[{"name":"Kiran Mirchandani","is_ca":true},{"name":"Leah F. Vosko","is_ca":true},{"name":"Urvashi Soni‐Sinha","is_ca":true},{"name":"John Perry","is_ca":true},{"name":"Andie Noack","is_ca":true},{"name":"Rebecca Hall","is_ca":true},{"name":"Mary Gellatly","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7664442746012267,"gpt":0.6914612667749591,"spread":0.07498300782626754,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4425273,0.0012373,0.002196277,0.006376037,0.0185314,0.01451411,0.003844727,0.004891738,0.002413101],"category_scores_gemma":[0.4050103,0.002759279,0.001327252,0.006141147,0.03286919,0.01514322,0.01019058,0.005040512,0.0007885213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02073647,"about_ca_system_score_gemma":0.0765566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01502359,"about_ca_topic_score_gemma":0.02336312,"domain_scores_codex":[0.3838723,0.5771803,0.01681672,0.009424063,0.009471773,0.003234874],"domain_scores_gemma":[0.483722,0.4196303,0.0334535,0.03037196,0.02705299,0.005769237],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002999381,0.0002144843,0.01044441,0.004905059,0.0002248642,0.0005308058,0.8080682,0.0009474981,0.004091538,0.07795945,0.003351802,0.08896195],"study_design_scores_gemma":[0.0004243342,0.0008501674,0.005997766,0.01126097,0.0003101219,0.0003832856,0.7363438,0.003794857,0.003876072,0.1301093,0.1064429,0.0002065174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2621821,0.008419605,0.5601459,0.08483484,0.002080041,0.03697564,0.0003526609,0.0004659095,0.04454336],"genre_scores_gemma":[0.4666273,0.002027967,0.4981594,0.005802637,0.0001544252,0.02463487,0.00009792126,0.0001719344,0.002323521],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5574727,"threshold_uncertainty_score":0.687463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385233346","doi":"10.1177/15586898231191441","title":"Understanding the Nature of and Identifying and Formulating “Research Problems” in Mixed Methods Research","year":2023,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cognitive reframing; Management science; Multimethodology; Field (mathematics); Qualitative research; Conceptual framework; Research methodology; Computer science; Sociology; Engineering ethics; Data science; Psychology; Social science; Social psychology","authors":[{"name":"Ahtisham Younas","is_ca":true},{"name":"Ángela Durante","is_ca":false},{"name":"Sergi Fàbregues","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9684704687974496,"gpt":0.8462907227972493,"spread":0.1221797460002003,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7571156,0.003449143,0.007565184,0.01574145,0.01100134,0.02852056,0.009112862,0.01597934,0.002796293],"category_scores_gemma":[0.786236,0.003768789,0.006682863,0.01700394,0.06362177,0.03750147,0.01934166,0.0150696,0.0007344458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01891322,"about_ca_system_score_gemma":0.03368548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683881,"about_ca_topic_score_gemma":0.004802801,"domain_scores_codex":[0.08106514,0.8399817,0.03756436,0.01243954,0.02758171,0.001367624],"domain_scores_gemma":[0.06756737,0.8639161,0.02934393,0.02621042,0.01208684,0.0008752452],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001974187,0.0002626975,0.008135602,0.01872744,0.001289903,0.0004568005,0.06941854,0.003874814,0.0006932158,0.7433115,0.003412341,0.1502197],"study_design_scores_gemma":[0.0002798402,0.0005143466,0.002315153,0.02201145,0.0004868826,0.0009251533,0.0191855,0.01271074,0.001640563,0.9099433,0.029649,0.0003380009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008775076,0.01257285,0.9184763,0.0382276,0.0012776,0.01341266,0.0001757307,0.0002081227,0.006873957],"genre_scores_gemma":[0.08986333,0.005059234,0.8612314,0.008915804,0.0007274387,0.03353035,0.0001056772,0.00008888247,0.0004779893],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2428844,"threshold_uncertainty_score":0.2995198,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W2419601332","doi":"10.1177/1558689816653308","title":"Untangling the Meanings of Justice: A Longitudinal Mixed Methods Study","year":2016,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":18,"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; Ohio State University; Ohio State University Press; Sage Foundation","keywords":"Dominance (genetics); Qualitative research; Context (archaeology); Exploratory research; Economic Justice; Interpretation (philosophy); Phenomenon; Criminal justice; Longitudinal study; Perspective (graphical); Sociology; Psychology; Multimethodology; Criminology; Epistemology; Social psychology; Social science; Political science; Computer science; Law; Artificial intelligence; Medicine; History","authors":[{"name":"Robyn Holder","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7863082384417603,"gpt":0.7613885315623351,"spread":0.02491970687942524,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07727366,0.000698688,0.00105941,0.003362125,0.007887404,0.005290588,0.001813497,0.001665971,0.001949549],"category_scores_gemma":[0.06031073,0.0009156818,0.0006806841,0.002638043,0.004275966,0.00398554,0.005601496,0.002882899,0.0005586125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117075,"about_ca_system_score_gemma":0.007020845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004690616,"about_ca_topic_score_gemma":0.01178653,"domain_scores_codex":[0.9499134,0.04172802,0.001791346,0.001955316,0.003071686,0.001540224],"domain_scores_gemma":[0.9465585,0.03383054,0.005281813,0.004611121,0.007421287,0.002296638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004388146,0.004140682,0.08388641,0.0005249946,0.000116768,0.001152208,0.8246444,0.0002360471,0.001967499,0.007371641,0.001702097,0.07381841],"study_design_scores_gemma":[0.0001512597,0.004165276,0.04074978,0.001152911,0.0001229252,0.0008234945,0.9192775,0.001148797,0.002050787,0.007484396,0.02273507,0.0001377574],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747862,0.001216614,0.01696805,0.001595115,0.00008773839,0.002219486,0.0002486529,0.00003631632,0.002841858],"genre_scores_gemma":[0.9506502,0.001493998,0.03496683,0.001665043,0.0001155152,0.007648502,0.0004088533,0.00005114789,0.002999815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07727366,"threshold_uncertainty_score":0.408667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105506508","doi":"10.1177/1558689813490834","title":"Children’s Structured Conceptualizations of Their Beliefs on the Causes of Learning Difficulties","year":2013,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":17,"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":"Conceptualization; Psychology; Qualitative research; Qualitative property; Process (computing); Multimethodology; Developmental psychology; Mathematics education; Computer science; Sociology; Social science; Artificial intelligence","authors":[{"name":"Elizabeth A. Nowicki","is_ca":true},{"name":"Jason Brown","is_ca":true},{"name":"M. Stępień","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1978795443209874,"gpt":0.5333932156820347,"spread":0.3355136713610473,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004330118,0.0004342725,0.0004572721,0.001971805,0.000650473,0.001852402,0.0005759252,0.0007295134,0.001121019],"category_scores_gemma":[0.01167822,0.0004931178,0.0006061612,0.0009088754,0.002611376,0.001428425,0.001601804,0.001517225,0.0001318885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566055,"about_ca_system_score_gemma":0.001393695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007925275,"about_ca_topic_score_gemma":0.00968473,"domain_scores_codex":[0.9987276,0.000436299,0.0001501835,0.0001517369,0.000321015,0.0002132771],"domain_scores_gemma":[0.9925126,0.004144638,0.001669323,0.0003176106,0.0008904132,0.0004653483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001428658,0.0002340502,0.5062422,0.0002125353,0.00005102827,0.001142616,0.4694534,0.0007063966,0.002897057,0.002448843,0.0004120324,0.01605694],"study_design_scores_gemma":[0.00003923427,0.0004684182,0.4603032,0.0002531437,0.00005899544,0.001684889,0.5286452,0.001116291,0.001360175,0.002632977,0.003346671,0.0000907625],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986919,0.00008722073,0.0003729662,0.00006638492,0.000002254457,0.00003151328,0.00005718423,0.000003867764,0.000686817],"genre_scores_gemma":[0.9987075,0.0001568162,0.0007684507,0.00001904182,0.000001028648,0.000055554,0.00009457825,0.000002014958,0.0001948853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007925275,"threshold_uncertainty_score":0.0229001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2098651130","doi":"10.1177/1558689809359000","title":"Representations of Rape: Transcending Methodological Divides","year":2010,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University; University of Saskatchewan","funders":"","keywords":"Multimethodology; Depiction; Pragmatism; Representation (politics); Sociology; Qualitative research; Epistemology; Ethnography; Computer science; Management science; Data science; Social science; Political science; Linguistics; Law","authors":[{"name":"Elizabeth Quinlan","is_ca":true},{"name":"Andrea Quinlan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7957944860090017,"gpt":0.7628012512356428,"spread":0.03299323477335891,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07350878,0.0009859853,0.001139133,0.01286428,0.008374662,0.02376179,0.004731941,0.004570824,0.003212939],"category_scores_gemma":[0.1677589,0.001051229,0.0007387132,0.006845762,0.06830922,0.0334669,0.02335589,0.006446533,0.0003524437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007876365,"about_ca_system_score_gemma":0.005761205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001894001,"about_ca_topic_score_gemma":0.002310018,"domain_scores_codex":[0.8724943,0.1079937,0.003657592,0.004389009,0.009776207,0.0016892],"domain_scores_gemma":[0.8876097,0.08795083,0.005080465,0.01235083,0.0056165,0.001391694],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004585637,0.00002421885,0.0008590395,0.0003121908,0.00002958779,0.0001205095,0.4524214,0.0001674208,0.0002363189,0.5226057,0.0005862092,0.02259159],"study_design_scores_gemma":[0.00003179707,0.00008363363,0.0020512,0.002312615,0.00006201719,0.0005675256,0.4846973,0.001173641,0.000799612,0.4485811,0.05957844,0.0000610525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3049458,0.02616014,0.3409712,0.07234564,0.003037797,0.00138345,0.0003954868,0.0002787059,0.2504818],"genre_scores_gemma":[0.9509384,0.004304225,0.03771975,0.002410138,0.0004748343,0.001515632,0.0001246435,0.0001969929,0.002315235],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9264912,"threshold_uncertainty_score":0.3887563,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3114011405","doi":"10.1177/1558689820977646","title":"Mixing Methods and Sciences: A Longitudinal Cross-Disciplinary Mixed Methods Study on Technology to Address Social Isolation and Loneliness in Later Life","year":2020,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Government of Canada; Monash University; AGE-WELL","keywords":"Loneliness; Multimethodology; Discipline; Social isolation; Isolation (microbiology); Cross disciplinary; Sociology; Management science; Computer science; Psychology; Data science; Social science; Social psychology; Engineering","authors":[{"name":"Bárbara Barbosa Neves","is_ca":false},{"name":"Ron Baecker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.413282099251598,"gpt":0.6647091068087049,"spread":0.2514270075571069,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08160309,0.0008768795,0.001200255,0.002486335,0.006261711,0.004268388,0.001606469,0.002426662,0.002307239],"category_scores_gemma":[0.07049217,0.0008266558,0.001686679,0.001890446,0.002682126,0.003723638,0.005299687,0.002657664,0.0006791189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002802336,"about_ca_system_score_gemma":0.007936931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543667,"about_ca_topic_score_gemma":0.006692068,"domain_scores_codex":[0.938229,0.05151549,0.002597849,0.002598246,0.003557901,0.001501503],"domain_scores_gemma":[0.9482162,0.03003348,0.004828805,0.007361096,0.006848907,0.002711578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002973696,0.02040315,0.1811436,0.00260022,0.001013374,0.001317434,0.3655525,0.00127522,0.005046255,0.02346537,0.01121058,0.3839985],"study_design_scores_gemma":[0.004544441,0.07573737,0.2485988,0.009503602,0.002680738,0.002768629,0.3622801,0.01147343,0.01623718,0.07033645,0.1943349,0.001504243],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8638525,0.003528412,0.1032179,0.004268982,0.0007199316,0.01572767,0.0007518088,0.0002681167,0.007664724],"genre_scores_gemma":[0.7879064,0.002073331,0.1638214,0.005779514,0.0003791726,0.03558936,0.0007725636,0.0001555473,0.003522697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08160309,"threshold_uncertainty_score":0.4315636,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163765138","doi":"10.1177/15586898211013925","title":"Using Data Mining for Rapid Complex Case Study Descriptions: Example of Public Health Briefings During the Onset of the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Credibility; Pandemic; Adaptation (eye); Public health; Data science; Coronavirus disease 2019 (COVID-19); Computer science; 2019-20 coronavirus outbreak; Management science; Data mining; Political science; Psychology; Medicine; Law; Engineering","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Okan Bulut","is_ca":true},{"name":"Alexandra M. Aquilina","is_ca":true},{"name":"Simon J. G. Otto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9497719506049462,"gpt":0.7182733959591044,"spread":0.2314985546458418,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05453479,0.0007379536,0.0007362278,0.005873427,0.004661838,0.003799609,0.003304569,0.001907749,0.003067035],"category_scores_gemma":[0.1083602,0.0006843692,0.001599741,0.007191414,0.002776604,0.003355164,0.00428416,0.002423962,0.0003891866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005804865,"about_ca_system_score_gemma":0.005506228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01462877,"about_ca_topic_score_gemma":0.03985069,"domain_scores_codex":[0.9572943,0.03440624,0.002929221,0.001325952,0.003399647,0.0006445914],"domain_scores_gemma":[0.695286,0.2743735,0.007625709,0.0125995,0.008957287,0.001158045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001528491,0.001384944,0.06602761,0.007513542,0.0007724938,0.01459142,0.3303344,0.03158182,0.008193445,0.1314988,0.02660231,0.3799706],"study_design_scores_gemma":[0.0006112681,0.001182723,0.04803583,0.008650159,0.000643308,0.005655193,0.3097018,0.09691408,0.01738445,0.2070933,0.3034989,0.0006290328],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3890375,0.002668758,0.5514,0.01444917,0.0003102662,0.01143111,0.008302733,0.0006862331,0.02171418],"genre_scores_gemma":[0.2962321,0.0008326784,0.6943645,0.0005289713,0.00005765647,0.004439105,0.002095124,0.0001113271,0.001338559],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05453479,"threshold_uncertainty_score":0.2884109,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"split"},{"id":"W2112894312","doi":"10.1177/1558689809336843","title":"Constructing a Mixed Methods Design to Explore the Older Driver—Copilot Relationship","year":2009,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Process (computing); Computer science; Key (lock); Process management; Multimethodology; Design process; Management science; Psychology; Engineering; Computer security; Operations management; Work in process","authors":[{"name":"Brenda Vrkljan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6108807203104208,"gpt":0.6609783266000616,"spread":0.05009760628964077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1491528,0.001273007,0.001753209,0.005273419,0.004125874,0.004908645,0.002767367,0.002195986,0.006338513],"category_scores_gemma":[0.120089,0.001109725,0.002283785,0.002895697,0.002903729,0.002247836,0.004576001,0.00261441,0.0009100872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003316971,"about_ca_system_score_gemma":0.00634731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008861653,"about_ca_topic_score_gemma":0.001991552,"domain_scores_codex":[0.8617566,0.1221301,0.00455717,0.003765313,0.006124432,0.001666421],"domain_scores_gemma":[0.8916693,0.08975887,0.004028419,0.00601231,0.007559945,0.0009712536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004693929,0.006083799,0.01690611,0.01577485,0.001141025,0.0007810509,0.1331164,0.007702233,0.01285546,0.1695455,0.008053973,0.6233457],"study_design_scores_gemma":[0.01262534,0.06421395,0.03732074,0.0152515,0.00328654,0.0009409735,0.1475162,0.06498331,0.04889018,0.2497701,0.3542219,0.0009793383],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09485266,0.0009391881,0.7131839,0.001807391,0.0006556108,0.1791613,0.0006829372,0.0003219724,0.008395048],"genre_scores_gemma":[0.04699787,0.0003004719,0.7145171,0.0005202598,0.00004056096,0.236737,0.00008170903,0.00003368688,0.0007712575],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1491528,"threshold_uncertainty_score":0.7888048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2970291684","doi":"10.1177/1558689819871814","title":"Applying Action Research in a Mixed Methods Positive Body Image Program Assessment With Older Adults and People With Physical Disability and Chronic Illness","year":2019,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"","keywords":"Multimethodology; Psychology; Intervention (counseling); Action (physics); Action research; Sample (material); Physical disability; Physical therapy; Clinical psychology; Applied psychology; Medicine; Psychiatry","authors":[{"name":"K. Alysse Bailey","is_ca":true},{"name":"Kimberley L. Gammage","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09434528937453496,"gpt":0.5372542120952052,"spread":0.4429089227206702,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06840906,0.00088986,0.000766689,0.002481967,0.004135008,0.003721887,0.002311138,0.001661972,0.001985953],"category_scores_gemma":[0.04331756,0.0008475274,0.001040275,0.001165776,0.004600916,0.002542732,0.005569801,0.001795583,0.000301872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002385373,"about_ca_system_score_gemma":0.006110433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110676,"about_ca_topic_score_gemma":0.003018578,"domain_scores_codex":[0.9254318,0.06667209,0.001571035,0.002164083,0.003038081,0.001122896],"domain_scores_gemma":[0.9541796,0.03699446,0.003373638,0.002483786,0.001602786,0.001365754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001639078,0.01894587,0.03505558,0.004109863,0.0004153026,0.0009580861,0.3483565,0.002120536,0.005628674,0.01589341,0.002241944,0.5646352],"study_design_scores_gemma":[0.005784118,0.05919784,0.09835822,0.009237948,0.001120529,0.003731089,0.6002246,0.01411915,0.02033698,0.1068836,0.08033489,0.0006710256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556762,0.001426535,0.1086474,0.003443516,0.000273033,0.01398387,0.0001086447,0.0001238285,0.01631694],"genre_scores_gemma":[0.7393635,0.001029299,0.2334262,0.00154816,0.0000894651,0.02249762,0.00006543559,0.00003038169,0.001950101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06840906,"threshold_uncertainty_score":0.361786,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4353068841","doi":"10.1177/15586898231163434","title":"Virtual Special Issue on “Collaborative Practices in Mixed Methods Research”","year":2023,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Multimethodology; Computer science; Sociology; Management science; Knowledge management; Engineering; Social science","authors":[{"name":"Mandy M. Archibald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9112431099477062,"gpt":0.8560578275269826,"spread":0.05518528242072362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01672178,0.002762564,0.0044091,0.007652458,0.003720507,0.0114301,0.005761087,0.01066608,0.159371],"category_scores_gemma":[0.05145,0.001317714,0.002767795,0.003359845,0.002799114,0.009217035,0.01075089,0.008810455,0.04658332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003105787,"about_ca_system_score_gemma":0.004618098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001174,"about_ca_topic_score_gemma":0.002815921,"domain_scores_codex":[0.9841504,0.005968154,0.001488426,0.001521416,0.005883221,0.0009882805],"domain_scores_gemma":[0.927254,0.04196784,0.004107303,0.004452597,0.01401317,0.008205133],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005043891,0.00005269273,0.000047427,0.000493113,0.00001657136,0.0000304338,0.00003004128,0.0000483974,0.0001417084,0.0009513304,0.9730315,0.02510637],"study_design_scores_gemma":[0.00003985237,0.00007706355,0.0004269873,0.0009246757,0.00002428432,0.0001297062,0.00004432555,0.0002263236,0.0001291847,0.003419661,0.9945327,0.00002514898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002093548,0.01335951,0.003004403,0.03843721,0.9267492,0.0002403212,0.0004568248,0.0004743767,0.01706883],"genre_scores_gemma":[0.0009942839,0.008176444,0.001181501,0.01547285,0.9411157,0.0002768805,0.0006728884,0.0005278641,0.03158158],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9832782,"threshold_uncertainty_score":0.5331492,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4200475773","doi":"10.1177/15586898211054243","title":"Systematic Reviews of Systematic Quantitative, Qualitative, and Mixed Studies Reviews in Healthcare Research: How to Assess the Methodological Quality of Included Reviews?","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; The Quebec Population Health Research Network; Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Systematic review; Typology; Management science; Qualitative research; Multimethodology; Critical appraisal; Qualitative property; Health care; Quality (philosophy); Data science; Computer science; Psychology; Sociology; MEDLINE; Medicine; Social science; Alternative medicine; Epistemology; Engineering; Political science; Pathology","authors":[{"name":"Geneviève Rouleau","is_ca":true},{"name":"Quan Nha Hong","is_ca":true},{"name":"Navdeep Kaur","is_ca":true},{"name":"Marie‐Pierre Gagnon","is_ca":true},{"name":"José Côté","is_ca":true},{"name":"Julien Bouix‐Picasso","is_ca":true},{"name":"Pierre Pluye","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9950623349363318,"gpt":0.8309246850568849,"spread":0.1641376498794469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6792207,0.004364251,0.02302666,0.04751373,0.006324611,0.02235303,0.009745764,0.01062087,0.004395],"category_scores_gemma":[0.8964524,0.006311513,0.01866005,0.0474226,0.01108246,0.02259596,0.01293329,0.00871779,0.001381394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02138446,"about_ca_system_score_gemma":0.05251207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009059548,"about_ca_topic_score_gemma":0.0161261,"domain_scores_codex":[0.1419003,0.5504927,0.2403053,0.0104911,0.05507402,0.001736628],"domain_scores_gemma":[0.07407113,0.723707,0.09882159,0.02336863,0.0782975,0.001734156],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007803598,0.00006999047,0.004608965,0.7061953,0.02762565,0.0002361012,0.007839044,0.0009393275,0.0005835909,0.01702487,0.01939277,0.2147041],"study_design_scores_gemma":[0.001153865,0.0003722531,0.00410936,0.8742,0.02949842,0.0004405311,0.003648761,0.002182589,0.0007739639,0.04127498,0.04190029,0.0004450274],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003656871,0.8312311,0.08107453,0.04945195,0.01005103,0.01862765,0.001972751,0.0004360364,0.003498125],"genre_scores_gemma":[0.08535467,0.3774484,0.405487,0.02115,0.005669912,0.1022039,0.001337722,0.0004417897,0.0009067227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9769734,"threshold_uncertainty_score":0.395578,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W3186334310","doi":"10.1177/15586898211028107","title":"<i>Media Review: 30 Essential Skills for the Qualitative Researcher</i> (2nd ed.)","year":2021,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University; University of Alberta","funders":"","keywords":"Qualitative research; Sociology; Psychology; Mathematics education; Social science","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Michelle Searle","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6305080071023029,"gpt":0.7522564133901127,"spread":0.1217484062878098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04423896,0.002357819,0.001824838,0.007130396,0.002631176,0.005821359,0.003420243,0.003283587,0.03114248],"category_scores_gemma":[0.06662714,0.002524298,0.001235761,0.005096391,0.00555301,0.006557946,0.004460244,0.006747277,0.03297007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880437,"about_ca_system_score_gemma":0.01152803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007417682,"about_ca_topic_score_gemma":0.02431376,"domain_scores_codex":[0.9843137,0.009472707,0.001894321,0.0005157129,0.003467415,0.000336176],"domain_scores_gemma":[0.8920152,0.08169454,0.004554853,0.004334624,0.01476503,0.002635764],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003336695,0.00005450665,0.0002458037,0.002527488,0.00001405175,0.0001356106,0.003376107,0.0001837502,0.001597572,0.003238489,0.7512865,0.2373068],"study_design_scores_gemma":[0.00001810836,0.00004927505,0.001233974,0.004858904,0.00001370468,0.0004132621,0.00321341,0.0003350399,0.0007776432,0.009525164,0.9794862,0.00007535822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002431293,0.2015849,0.389248,0.2001612,0.04542657,0.01348727,0.008450335,0.02019447,0.119016],"genre_scores_gemma":[0.01208807,0.1834374,0.614105,0.04175692,0.01859303,0.02537175,0.004755733,0.005676607,0.09421543],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.955761,"threshold_uncertainty_score":0.2339607,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2540663710","doi":"10.1177/1558689816674563","title":"Do Athletes Imagine Being the Best, or Crossing the Finish Line First? A Mixed Methods Analysis of Construal Levels in Elite Athletes’ Spontaneous Imagery","year":2016,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":5,"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":"Athletes; Construal level theory; Thematic analysis; Psychology; Elite athletes; Perception; Mental image; Elite; Applied psychology; Competition (biology); Focus (optics); Qualitative research; Social psychology; Cognitive psychology; Computer science; Cognition; Sociology","authors":[{"name":"Celina Kacperski","is_ca":true},{"name":"Roberto Ulloa","is_ca":true},{"name":"Craig Hall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2616984982432455,"gpt":0.5813590994727752,"spread":0.3196606012295297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01471439,0.0003191275,0.0004728071,0.001593776,0.001338633,0.00321902,0.00072297,0.000469554,0.0008024085],"category_scores_gemma":[0.03235696,0.0004448107,0.0003896362,0.001262727,0.00290591,0.001990001,0.001699693,0.000799584,0.0000928115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001162847,"about_ca_system_score_gemma":0.00142122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958786,"about_ca_topic_score_gemma":0.005144175,"domain_scores_codex":[0.9879265,0.009371338,0.0006077085,0.0007101527,0.0008765561,0.0005076987],"domain_scores_gemma":[0.9769945,0.01747472,0.00270003,0.001221706,0.001335572,0.0002735949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003189102,0.0002152192,0.1032263,0.0003985994,0.00009776159,0.0001811759,0.8558848,0.0001858818,0.002233474,0.002940038,0.0002401784,0.03407765],"study_design_scores_gemma":[0.00003753151,0.0006547661,0.1727962,0.0002830546,0.0001027539,0.0003714589,0.8146102,0.001460259,0.002563394,0.003385286,0.003668396,0.0000667428],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953632,0.00007083893,0.003446795,0.0001083779,0.000005291809,0.0001419067,0.00005145058,0.000004235971,0.0008077996],"genre_scores_gemma":[0.9949363,0.00008567149,0.004217955,0.00005856882,0.00000410301,0.0003986972,0.00005878829,0.000007778166,0.0002319952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01471439,"threshold_uncertainty_score":0.07781804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392756290","doi":"10.1177/15586898241238875","title":"Fostering Equity and Diversity Through Essential Mixed Methods Research Inclusive Language Practices","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Equity (law); Diversity (politics); Sociology; Multimethodology; Political science; Public relations; Pedagogy; Anthropology","authors":[{"name":"Cheryl Poth","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8054900074738737,"gpt":0.7893809467249846,"spread":0.01610906074888907,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1163767,0.0007446869,0.0008918402,0.00419379,0.005721487,0.01385272,0.002533764,0.002275492,0.004614016],"category_scores_gemma":[0.1683927,0.0007025272,0.0009096893,0.001831935,0.008915457,0.01103358,0.03009403,0.003576243,0.0006836278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003812617,"about_ca_system_score_gemma":0.01649095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006911959,"about_ca_topic_score_gemma":0.001609431,"domain_scores_codex":[0.8451611,0.1238708,0.004201964,0.003157275,0.02038838,0.003220494],"domain_scores_gemma":[0.8146062,0.1307322,0.008396077,0.02259234,0.01593349,0.00773954],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003453756,0.001500641,0.0188809,0.001186893,0.0002398862,0.0003383371,0.06669573,0.001626904,0.005571523,0.342456,0.00349775,0.55766],"study_design_scores_gemma":[0.00020298,0.0009481719,0.01104729,0.0054118,0.0003168182,0.0007989153,0.04453658,0.006766864,0.01492637,0.8587168,0.05620046,0.0001270743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3296107,0.00376999,0.4727532,0.03825319,0.000777529,0.002173296,0.0001410204,0.0003619554,0.1521593],"genre_scores_gemma":[0.8253385,0.0007238572,0.16604,0.002512172,0.0001675609,0.001428524,0.0000429279,0.00007617541,0.003670249],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8836234,"threshold_uncertainty_score":0.6154659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409599528","doi":"10.1177/15586898251333459","title":"Leveraging Health Administrative and Qualitative Data to Understand Mental Health Experiences of Transgender and Gender Diverse People: An Explanatory Sequential Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Transgender; Mental health; Psychology; Qualitative research; Multimethodology; Explanatory model; Qualitative property; Applied psychology; Transgender people; Social psychology; Sociology; Computer science; Social science; Psychiatry; Mathematics education","authors":[{"name":"June Sing Hong Lam","is_ca":true},{"name":"Paul Kurdyak","is_ca":true},{"name":"Alex Abramovich","is_ca":true},{"name":"J. Charles Victor","is_ca":true},{"name":"Juveria Zaheer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7564512060647505,"gpt":0.7296469759139504,"spread":0.02680423015080002,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05211824,0.0004464052,0.0004523872,0.002464065,0.005940089,0.003288919,0.001575606,0.001073577,0.00230286],"category_scores_gemma":[0.0439734,0.000633442,0.0004276135,0.002824031,0.004427028,0.00268374,0.004674595,0.001218504,0.0002472531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007609178,"about_ca_system_score_gemma":0.0134363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02028171,"about_ca_topic_score_gemma":0.05260191,"domain_scores_codex":[0.9688566,0.0264618,0.0009303395,0.0008820924,0.001736194,0.001133011],"domain_scores_gemma":[0.9425219,0.04626446,0.003338265,0.002684411,0.004317665,0.0008733423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001496608,0.0002906651,0.02245762,0.0009318783,0.00003499757,0.0007278199,0.8975382,0.0003749198,0.001601764,0.01156788,0.001609676,0.06271495],"study_design_scores_gemma":[0.00005187843,0.0003400981,0.01115684,0.001550479,0.00005700128,0.0002517671,0.9533611,0.001602483,0.001992958,0.007196751,0.02239181,0.00004679832],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071466,0.0009325927,0.06550818,0.005772231,0.0001258039,0.0100414,0.0008399196,0.00008078136,0.009552545],"genre_scores_gemma":[0.9033284,0.000908191,0.07908253,0.001985149,0.00004311616,0.01170253,0.0002718665,0.00005202691,0.002626366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05211824,"threshold_uncertainty_score":0.2756309,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396590257","doi":"10.1177/15586898241250217","title":"Adaptive Case Study-Mixed Methods Design Practices for Researchers Studying Complex Phenomena","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","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":"University of Alberta","funders":"","keywords":"Timeline; Leverage (statistics); Complex adaptive system; Management science; Computer science; Multimethodology; Research design; Engineering ethics; Sociology; Artificial intelligence; Engineering; Social science","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Tarid Wongvorachan","is_ca":true},{"name":"Okan Bulut","is_ca":true},{"name":"Simon J. G. Otto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.983654353267751,"gpt":0.8631078224454976,"spread":0.1205465308222534,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4237602,0.003226653,0.002462616,0.008629275,0.00925664,0.01149962,0.007674541,0.005017199,0.01574904],"category_scores_gemma":[0.3551009,0.002467856,0.003723217,0.00703157,0.0150471,0.007038466,0.01366793,0.009411327,0.005595915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00725139,"about_ca_system_score_gemma":0.01806225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859707,"about_ca_topic_score_gemma":0.004190981,"domain_scores_codex":[0.4055527,0.5515746,0.01385903,0.01243209,0.0150287,0.001552712],"domain_scores_gemma":[0.5374154,0.3205377,0.01885623,0.07905199,0.03876175,0.005376906],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001711295,0.00238932,0.006410656,0.01599923,0.001100572,0.0008296008,0.1959941,0.00486954,0.00569418,0.2747928,0.037384,0.4528247],"study_design_scores_gemma":[0.003573922,0.00308916,0.004215964,0.01576196,0.0005827845,0.0008212185,0.0517468,0.01435835,0.008967734,0.4875841,0.4087909,0.000507154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006686628,0.001134414,0.9098958,0.005766543,0.001165491,0.06348497,0.0003460496,0.000818593,0.01070151],"genre_scores_gemma":[0.01793168,0.0003008584,0.8304881,0.001711741,0.0001156875,0.148349,0.00009094876,0.0001525499,0.0008593386],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5762398,"threshold_uncertainty_score":0.7106063,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405460160","doi":"10.1177/15586898241303319","title":"Examining the Integrative Potential of Visual Timelines in Mixed Methods Research","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Children’s Health Research Institute; University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"","keywords":"Timeline; Multimethodology; Computer science; Management science; Data science; Psychology; Mathematics education; Engineering; Statistics; Mathematics","authors":[{"name":"Mandy M. Archibald","is_ca":true},{"name":"Stephanie J. Mazzon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8012770319302716,"gpt":0.7785446505934303,"spread":0.0227323813368413,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2950042,0.001509,0.002009528,0.0161272,0.003546704,0.01966323,0.002441272,0.00253671,0.006816968],"category_scores_gemma":[0.4919302,0.001564093,0.003147222,0.01337937,0.008712097,0.02054488,0.01152326,0.003198812,0.0007461325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00667351,"about_ca_system_score_gemma":0.01357308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002007637,"about_ca_topic_score_gemma":0.004690459,"domain_scores_codex":[0.5370695,0.4198874,0.01749541,0.006063646,0.01816611,0.001317929],"domain_scores_gemma":[0.2949891,0.6372464,0.02335317,0.01699203,0.02618527,0.001234067],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004851072,0.0001267697,0.00707787,0.07781722,0.001588224,0.0004314551,0.1447749,0.000955522,0.002462157,0.1247885,0.007961677,0.6315306],"study_design_scores_gemma":[0.0004504026,0.001537995,0.01145306,0.2450861,0.004365137,0.00169972,0.09795831,0.003634278,0.006820026,0.1859607,0.4405949,0.0004392521],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05616811,0.3146148,0.514063,0.04002573,0.004787392,0.00945545,0.001144738,0.0007266313,0.0590141],"genre_scores_gemma":[0.3570386,0.1041436,0.5073534,0.007848515,0.001446428,0.01813087,0.0005200382,0.0005537796,0.002964871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7049958,"threshold_uncertainty_score":0.8693852,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402099812","doi":"10.1177/15586898241279880","title":"Media Review: The Sage Handbook of Mixed Methods Research Design","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"SAGE; Multimethodology; Sociology; Library science; Management science; Computer science; Engineering; Social science","authors":[{"name":"Sarah Munce","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6680284884880686,"gpt":0.7412093541449564,"spread":0.07318086565688775,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1470634,0.002280138,0.003408537,0.01115397,0.002408838,0.009742022,0.005540624,0.0031808,0.02154815],"category_scores_gemma":[0.1807787,0.003184088,0.002836224,0.01395997,0.004744464,0.005831349,0.005973387,0.006284593,0.01380144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003492879,"about_ca_system_score_gemma":0.02528265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004157973,"about_ca_topic_score_gemma":0.01132815,"domain_scores_codex":[0.8148797,0.1422363,0.01536039,0.003692393,0.02297729,0.0008539181],"domain_scores_gemma":[0.6518828,0.2741258,0.009229035,0.02233598,0.04045243,0.001973915],"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":[0.0001791534,0.000205497,0.0006091892,0.01717812,0.0002675702,0.00007958228,0.005930749,0.0006525395,0.00178618,0.02427584,0.178797,0.7700386],"study_design_scores_gemma":[0.0001652003,0.0002154273,0.001703589,0.02179572,0.0003402941,0.0002856998,0.002403733,0.001103616,0.002507794,0.04494276,0.9242777,0.0002583351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.001857313,0.06495256,0.8221393,0.01275153,0.004633561,0.02149463,0.01274251,0.00980937,0.04961916],"genre_scores_gemma":[0.005014585,0.02752494,0.9229773,0.002182141,0.0007799802,0.02822584,0.001606359,0.002287747,0.009401074],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1470634,"threshold_uncertainty_score":0.7777548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2772792681","doi":"10.1177/1558689817743581","title":"Distinct Yet Synergetic Contributors to Mixed Methods Research: Intersections for MMIRA and <i>JMMR</i>","year":2017,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","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":"Multimethodology; Sociology; Management science; Computer science; Psychology; Social science; Engineering","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Michael D. Fetters","is_ca":false},{"name":"José F. Molina‐Azorín","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7320044775351187,"gpt":0.7489588481319771,"spread":0.01695437059685845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1745831,0.0008377064,0.001303445,0.005378208,0.007831331,0.02773708,0.003369072,0.01235091,0.007104033],"category_scores_gemma":[0.33417,0.00110944,0.001611771,0.004013942,0.01876428,0.017395,0.01407066,0.02914499,0.002801405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00547602,"about_ca_system_score_gemma":0.01548444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157296,"about_ca_topic_score_gemma":0.003312371,"domain_scores_codex":[0.7782753,0.1509114,0.0147091,0.01052277,0.04176747,0.003813996],"domain_scores_gemma":[0.4772056,0.3935658,0.02153728,0.02412197,0.06414837,0.01942087],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001335357,0.0001273714,0.003179298,0.002402741,0.0001824997,0.0006636752,0.02435007,0.000246736,0.0007856094,0.4105738,0.3338273,0.2235274],"study_design_scores_gemma":[0.00002975797,0.00008983687,0.001299127,0.003361939,0.00008285266,0.0009044383,0.006203292,0.0008588816,0.0006087337,0.1214546,0.8649596,0.0001470116],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002668252,0.04800874,0.04662702,0.7037072,0.1712973,0.0002412134,0.00006565404,0.0003605086,0.02702415],"genre_scores_gemma":[0.09352757,0.05706155,0.126339,0.2331714,0.4662757,0.001251454,0.000153609,0.001172183,0.02104749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8254169,"threshold_uncertainty_score":0.9232945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416678467","doi":"10.1177/15586898251398262","title":"Reimagining Inquiry: A Transformative Integration of Mixed Methods Action Research and Qualitatively Driven Designs in Disability Research Contexts","year":2025,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"","keywords":"Transformative learning; Multimethodology; Participatory action research; Action research; Context (archaeology); Action (physics); Qualitative research; Disability studies; Generative grammar; Conceptual framework","authors":[{"name":"Eunice K. Assem-Erhaze","is_ca":true},{"name":"Mandy M. Archibald","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9550384120298255,"gpt":0.8618754047384551,"spread":0.09316300729137039,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2875931,0.001905542,0.002733304,0.008796425,0.009101739,0.02678909,0.007455547,0.006210485,0.003836099],"category_scores_gemma":[0.1862212,0.002016042,0.002317038,0.004594372,0.08721302,0.02898245,0.03415149,0.01023173,0.0008355395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01460912,"about_ca_system_score_gemma":0.03067007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187136,"about_ca_topic_score_gemma":0.003108872,"domain_scores_codex":[0.5891023,0.3817205,0.00525182,0.00693557,0.01480497,0.0021849],"domain_scores_gemma":[0.6687183,0.2711491,0.00799642,0.0383176,0.01064763,0.003170995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003740225,0.0001627645,0.0007192081,0.001379971,0.00007039444,0.0002043115,0.1179954,0.001186523,0.0004899127,0.8058427,0.001647949,0.07026353],"study_design_scores_gemma":[0.00009056766,0.0002093243,0.0003401193,0.003376922,0.00005853999,0.0002452326,0.03596584,0.002217482,0.0009940572,0.8626926,0.09372759,0.00008164988],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01482262,0.006511867,0.8646905,0.05341296,0.0015482,0.003271111,0.0001199351,0.0003228406,0.05529985],"genre_scores_gemma":[0.3007607,0.003731648,0.6759147,0.007590498,0.0004451202,0.00756207,0.0001010101,0.0002703465,0.003623858],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2875931,"threshold_uncertainty_score":0.8785245,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385723228","doi":"10.1177/15586898231194525","title":"Media Review: Mixed Methods Research","year":2023,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Multimethodology; Sociology; Management science; Computer science; Social science; Engineering","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Augustine Aboagye Botwe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8688938090039084,"gpt":0.8028793892747539,"spread":0.06601441972915456,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3790057,0.002143451,0.006609877,0.0172115,0.005177757,0.01442408,0.005208832,0.005756856,0.01403703],"category_scores_gemma":[0.6599316,0.00264768,0.003256561,0.01568428,0.005674965,0.009517108,0.00525324,0.003166738,0.002003828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00716808,"about_ca_system_score_gemma":0.01843604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002265557,"about_ca_topic_score_gemma":0.00561142,"domain_scores_codex":[0.2503628,0.6688023,0.03301802,0.009703741,0.03700372,0.001109378],"domain_scores_gemma":[0.1396823,0.7751594,0.03035427,0.02799629,0.02504443,0.001763326],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001697112,0.001498025,0.01050941,0.10933,0.01054748,0.0002684702,0.007348803,0.0007383172,0.0009507128,0.03529552,0.0216217,0.8001944],"study_design_scores_gemma":[0.006866397,0.008919599,0.04561306,0.2828698,0.02842854,0.002265214,0.02338742,0.01663416,0.01183755,0.3131207,0.2587487,0.001308895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03268182,0.3053201,0.5075019,0.02613759,0.01018287,0.08789684,0.003300178,0.0009701377,0.02600856],"genre_scores_gemma":[0.1904199,0.06524088,0.5718796,0.01383691,0.00531399,0.1469722,0.001218908,0.000668236,0.004449256],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6209943,"threshold_uncertainty_score":0.7657965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404232315","doi":"10.1177/15586898241298996","title":"Media Review: The Handbook of Teaching Qualitative and Mixed Research Methods: A Step-by-Step Guide for Instructors RuthAWutichABernardH. R. (2023). The Handbook of Teaching Qualitative and Mixed Research Methods: A Step-by-Step Guide for Instructors. Milton Park, Abingdon, Oxfordshire: Routledge, 372 p. ISBN: 9781032100272, $55.99.","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Multimethodology; Qualitative research; Mathematics education; Sociology; Computer science; Management science; Psychology; Engineering; Social science","authors":[{"name":"Charlotte West","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4377993658594084,"gpt":0.6786566395829021,"spread":0.2408572737234937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03523486,0.002225108,0.002695028,0.008718939,0.00208427,0.006336723,0.004853858,0.003061173,0.05956675],"category_scores_gemma":[0.05135415,0.003223921,0.001726309,0.007858376,0.002543366,0.005041916,0.003639973,0.007328135,0.07512664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003317073,"about_ca_system_score_gemma":0.01501154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006242797,"about_ca_topic_score_gemma":0.01461774,"domain_scores_codex":[0.9755351,0.01365173,0.002458544,0.0007473942,0.007226092,0.0003811645],"domain_scores_gemma":[0.9193429,0.05532372,0.003333569,0.003970265,0.01637783,0.001651653],"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":[0.00003887722,0.0001210856,0.0001102581,0.003759118,0.00002664996,0.00007401765,0.001279427,0.0002213499,0.001255847,0.002954017,0.5276538,0.4625056],"study_design_scores_gemma":[0.00001657229,0.00004561026,0.0003447049,0.003794467,0.00001736427,0.0002078026,0.0003697297,0.0001353813,0.000505001,0.004130093,0.9903781,0.00005497772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001497182,0.3692251,0.3482653,0.04730038,0.01864306,0.01381062,0.0161204,0.01946989,0.1656681],"genre_scores_gemma":[0.005376487,0.2898644,0.5311934,0.01251658,0.004669393,0.02333458,0.008806702,0.006234428,0.1180041],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05956675,"threshold_uncertainty_score":0.1992706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405013031","doi":"10.1177/15586898241305657","title":"Media Review: Philosophical Foundations of Mixed Methods Research: Dialogues between Researchers and Philosophers ShanY. (Ed.) (2024). Philosophical Foundations of Mixed Methods Research: Dialogues between Researchers and Philosophers. Routledge.","year":2024,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Multimethodology; Epistemology; Sociology; Engineering ethics; Management science; Social science; Philosophy; Engineering","authors":[{"name":"Marcy Antonio","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8334287360136173,"gpt":0.6923099243927741,"spread":0.1411188116208433,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.245044,0.003038917,0.005555273,0.01969284,0.007136492,0.02529669,0.005672584,0.01317039,0.006688573],"category_scores_gemma":[0.2757758,0.004414124,0.003245033,0.0162205,0.0355095,0.02349802,0.01190544,0.01555492,0.00342694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0105172,"about_ca_system_score_gemma":0.02762418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008972377,"about_ca_topic_score_gemma":0.0119298,"domain_scores_codex":[0.7250106,0.2274301,0.01422727,0.004764128,0.02740352,0.001164353],"domain_scores_gemma":[0.3991292,0.5513461,0.01121807,0.01259217,0.02278162,0.002932774],"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":[0.0001282023,0.0001069621,0.001194901,0.02118669,0.0006517716,0.0003558752,0.02257373,0.0006903027,0.0008705484,0.2041877,0.1724539,0.5755994],"study_design_scores_gemma":[0.000118387,0.0001517778,0.002003955,0.05180885,0.0005346371,0.0007438255,0.006248008,0.0008857526,0.001103312,0.3960859,0.5400216,0.0002939883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005449078,0.8001272,0.06001022,0.1217845,0.006758958,0.0006001383,0.0002937747,0.0002512642,0.009629016],"genre_scores_gemma":[0.02477843,0.7640026,0.1599938,0.02683824,0.01390748,0.005415115,0.000410986,0.0004040601,0.004249432],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.245044,"threshold_uncertainty_score":0.9309951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388594474","doi":"10.1177/15586898231216519","title":"Honoring the Legacy of Pierre Pluye","year":2023,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Canadian Medical Protective Association; McGill University Health Centre; Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Sociology; Engineering ethics; Engineering","authors":[{"name":"Quan Nha Hong","is_ca":true},{"name":"Vera Granikov","is_ca":true},{"name":"Reem El Sherif","is_ca":true},{"name":"Paula Louise Bush","is_ca":true},{"name":"Mathieu Bujold","is_ca":true},{"name":"Araceli Gonzalez‐Reyes","is_ca":true},{"name":"Christian Ruchon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4203785973914754,"gpt":0.5551043092760786,"spread":0.1347257118846031,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03350435,0.00135664,0.002332089,0.002318128,0.004419408,0.01168157,0.001950157,0.007143878,0.006574182],"category_scores_gemma":[0.127962,0.0004463466,0.000645365,0.001203923,0.01213403,0.009791326,0.005994613,0.02235454,0.005088679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002858083,"about_ca_system_score_gemma":0.006118111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002757079,"about_ca_topic_score_gemma":0.004525569,"domain_scores_codex":[0.9743103,0.01263177,0.001062335,0.003492523,0.007756089,0.0007471274],"domain_scores_gemma":[0.9074548,0.05267,0.00363434,0.004277128,0.02124707,0.01071673],"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":[0.0000746037,0.00002195163,0.0003356297,0.0002361229,0.00005672812,0.0004271966,0.001326888,0.00007595399,0.0001286165,0.04605773,0.906423,0.04483546],"study_design_scores_gemma":[0.00001940108,0.00002117154,0.0002301007,0.0005871327,0.00001809318,0.0016979,0.0007460485,0.0001132981,0.0002133968,0.03926686,0.9570372,0.00004938197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0005461575,0.04883768,0.00451813,0.8217301,0.1177012,0.00001332156,0.0001028192,0.0001071288,0.00644342],"genre_scores_gemma":[0.03054336,0.04664702,0.01140119,0.5921893,0.2621691,0.0001469688,0.00007577177,0.0007180213,0.05610947],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03350435,"threshold_uncertainty_score":0.1771901,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413008897","doi":"10.1177/15586898251363644","title":"Mixing Research and Religion: Methodological Insights From a Participatory Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"Journal of Mixed Methods Research","topic":"Community Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bishop's University","funders":"","keywords":"Multimethodology; Sociology; Participatory action research; Citizen journalism; Mixing (physics); Social science; Political science; Anthropology","authors":[{"name":"Robert Donmoyer","is_ca":false},{"name":"Fred Galloway","is_ca":false},{"name":"Robert Cardinal McElroy","is_ca":true},{"name":"Robert Ehnow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8192697772038063,"gpt":0.7554671118975361,"spread":0.06380266530627021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2244037,0.0009321669,0.00144413,0.007528306,0.01499538,0.01946915,0.004631828,0.005066126,0.001862629],"category_scores_gemma":[0.1791013,0.001416013,0.001137979,0.006512582,0.02482083,0.01357025,0.01788961,0.005392963,0.0003489675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008031824,"about_ca_system_score_gemma":0.01697822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002802807,"about_ca_topic_score_gemma":0.008105982,"domain_scores_codex":[0.6880677,0.2913755,0.005237668,0.004100963,0.008882375,0.002335845],"domain_scores_gemma":[0.7175456,0.2580654,0.005989819,0.007849294,0.007632599,0.002917365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007501913,0.0002934207,0.004731664,0.001497128,0.00006498399,0.001442756,0.8646682,0.0004556222,0.0008470382,0.07052847,0.001086246,0.05430936],"study_design_scores_gemma":[0.0001364214,0.0005327719,0.002526114,0.005638864,0.0001232614,0.001515312,0.8245626,0.002702756,0.001301825,0.09434757,0.06647977,0.0001326562],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3282406,0.01388682,0.5456359,0.05150183,0.001254714,0.01507213,0.0002896683,0.0002267385,0.04389158],"genre_scores_gemma":[0.6415125,0.004412628,0.3386983,0.004558828,0.0002227016,0.008184406,0.00008917584,0.0001257343,0.002195722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2244037,"threshold_uncertainty_score":0.9564483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}