{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":28,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":28,"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":"dde97c81dad4","filters":{"venue":"International Journal of Multiple Research Approaches"}},"results":[{"id":"W2894298319","doi":"10.29034/ijmra.v10n1a3","title":"A World of Possibilities in Mixed Methods: Review of the Combinations of Strategies Used to Integrate Qualitative and Quantitative Phases, Results and Data","year":2018,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":143,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé","keywords":"Conceptualization; Management science; Multimethodology; Qualitative property; Computer science; Qualitative research; Data science; Sociology; Artificial intelligence; Social science; Engineering; Machine learning","authors":[{"name":"Pierre Pluye","is_ca":false},{"name":"Enrique Garcíá Bengoechea","is_ca":false},{"name":"Vera Granikov","is_ca":false},{"name":"Navdeep Kaur","is_ca":false},{"name":"David Li Tang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9424003585167805,"gpt":0.795406028685937,"spread":0.1469943298308435,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3549807,0.001872778,0.004373543,0.01889002,0.003709728,0.01450924,0.00717517,0.005740993,0.002626363],"category_scores_gemma":[0.4016661,0.002399191,0.004497532,0.02411547,0.01385275,0.01892595,0.006981929,0.006585042,0.001002635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01509503,"about_ca_system_score_gemma":0.02710285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008855445,"about_ca_topic_score_gemma":0.0213621,"domain_scores_codex":[0.4921317,0.426693,0.04134324,0.007747657,0.03057256,0.001511903],"domain_scores_gemma":[0.4290603,0.5057544,0.01788239,0.01222558,0.03398814,0.001089192],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001476273,0.00005811073,0.001525836,0.1492314,0.001595261,0.0002630086,0.01464219,0.001199665,0.000531206,0.1457446,0.01969573,0.6653655],"study_design_scores_gemma":[0.0001045502,0.0002856519,0.002219995,0.3726347,0.001856776,0.001331954,0.01126298,0.001763743,0.001447844,0.108593,0.4982086,0.0002902356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008063859,0.9265775,0.04489819,0.02245035,0.001398162,0.0007000442,0.0000942748,0.00005961679,0.003015449],"genre_scores_gemma":[0.03048829,0.8167167,0.1318058,0.01394492,0.00131216,0.00447112,0.000158106,0.0002022004,0.0009007203],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6450193,"threshold_uncertainty_score":0.7954236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3094511716","doi":"10.29034/ijmra.v12n1commentary","title":"Commentary—Preparing today’s researchers for a yet unknown tomorrow: Promising practices for a synergistic and sustainable mentoring approach to mixed methods research learning","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network; University of Alberta","funders":"","keywords":"Engineering ethics; Sustainability; Multimethodology; Project commissioning; Psychology; Sociology; Publishing; Knowledge management; Engineering; Political science; Pedagogy; Computer science","authors":[{"name":"Cheryl Poth","is_ca":true},{"name":"Sarah Munce","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9017362459591199,"gpt":0.7402188256345111,"spread":0.1615174203246088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01667166,0.00153261,0.001703677,0.001707393,0.009053049,0.005845412,0.007898532,0.04709258,0.006026363],"category_scores_gemma":[0.1264686,0.0009974835,0.002295987,0.001556751,0.01150479,0.008140983,0.003978383,0.04797602,0.004892655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0137998,"about_ca_system_score_gemma":0.02153772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03228384,"about_ca_topic_score_gemma":0.03647562,"domain_scores_codex":[0.978476,0.01024254,0.002062771,0.002211565,0.005775761,0.001231422],"domain_scores_gemma":[0.8936018,0.07613978,0.004421413,0.001590765,0.01994185,0.00430439],"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":[0.00002914296,0.000007462862,0.00004345569,0.0002514575,0.00001147346,0.0002266456,0.0007990186,0.000036182,0.0001050449,0.001509971,0.9949195,0.002060645],"study_design_scores_gemma":[0.00004617819,0.00004097264,0.0003218294,0.001765849,0.00004259253,0.0007061848,0.002360493,0.0002736311,0.0004122686,0.005252942,0.9887021,0.00007488094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001450297,0.001346797,0.0002453236,0.90718,0.08993078,0.00004783662,0.00008838482,0.00003506932,0.0009808588],"genre_scores_gemma":[0.002021836,0.00104614,0.0004467523,0.9396967,0.05423871,0.0001379499,0.00002698116,0.00004218693,0.002342672],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9833283,"threshold_uncertainty_score":0.100125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977675898","doi":"10.5172/mra.455.2.1.2","title":"Methodological congruence in complex and collaborative mixed method studies","year":2008,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","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 Calgary","funders":"","keywords":"Congruence (geometry); Psychology; Multimethodology; Triangulation; Management science; Project commissioning; Computer science; Social psychology; Publishing; Engineering; Mathematics; Political science","authors":[{"name":"Wilfreda E. Thurston","is_ca":true},{"name":"Leslie Cove","is_ca":true},{"name":"Lynn M. Meadows","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9830704965784264,"gpt":0.7937233011850164,"spread":0.1893471953934099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7653547,0.002024183,0.005810553,0.02030862,0.009288974,0.01972577,0.007329052,0.00630697,0.002156087],"category_scores_gemma":[0.845741,0.00331456,0.003625666,0.01811238,0.02755751,0.01039969,0.02049276,0.006055467,0.0003920317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01141364,"about_ca_system_score_gemma":0.02242999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453629,"about_ca_topic_score_gemma":0.003997988,"domain_scores_codex":[0.05315296,0.8353584,0.0589654,0.01338875,0.03792181,0.001212678],"domain_scores_gemma":[0.08166359,0.7822362,0.04113049,0.06291001,0.03028158,0.001778221],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001660296,0.000525858,0.02823567,0.0215625,0.003648916,0.001087383,0.2319971,0.004658702,0.002427091,0.406022,0.00355715,0.2946174],"study_design_scores_gemma":[0.001889144,0.002456053,0.02069733,0.02750449,0.001972627,0.001563484,0.05960464,0.03024849,0.00625807,0.7696362,0.07733802,0.0008314558],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0309046,0.009167341,0.9115175,0.006126301,0.001563219,0.0314293,0.0002343263,0.0003056981,0.008751727],"genre_scores_gemma":[0.158366,0.001294121,0.7767571,0.001383582,0.0004510832,0.06116917,0.0001124569,0.00011214,0.0003543768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2346453,"threshold_uncertainty_score":0.2893595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1973930025","doi":"10.5172/mra.2012.6.2.125","title":"Triangulation in Canadian doctoral dissertations on aging","year":2012,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Triangulation; Inclusion (mineral); Field (mathematics); Sociology; Psychology; Social science; Geography; Cartography; Mathematics","authors":[{"name":"Anna Azulai","is_ca":true},{"name":"James A. Rankin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3920333500659878,"gpt":0.4876039345570736,"spread":0.0955705844910858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1805341,0.0008464947,0.002150559,0.03275067,0.02697807,0.01548275,0.003987819,0.002164848,0.006825978],"category_scores_gemma":[0.3617297,0.001238634,0.001645211,0.0598753,0.01271234,0.005862601,0.01261041,0.002845837,0.0008546094],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0858589,"about_ca_system_score_gemma":0.2558784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6748606,"about_ca_topic_score_gemma":0.816474,"domain_scores_codex":[0.8002844,0.1038934,0.02411782,0.009269032,0.05703768,0.005397542],"domain_scores_gemma":[0.5451016,0.18628,0.04232257,0.01911519,0.1985842,0.008596424],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002029087,0.00004447271,0.02263738,0.02269882,0.0002989774,0.001038168,0.5420426,0.0003834433,0.001180875,0.03921149,0.04587717,0.3243836],"study_design_scores_gemma":[0.00004331887,0.00006998153,0.0437122,0.02974991,0.000221215,0.0006799659,0.2787456,0.0002963762,0.0009236175,0.01136446,0.6339501,0.0002433015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2040531,0.4201012,0.0549852,0.1097384,0.01127929,0.01167537,0.008785672,0.0003531337,0.1790285],"genre_scores_gemma":[0.6088881,0.244256,0.09050421,0.01177132,0.001251509,0.007370923,0.004603546,0.0004457739,0.03090855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9141411,"threshold_uncertainty_score":0.9547669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2031008668","doi":"10.1080/18340806.2014.11082063","title":"Exploring patient engagement practices and resources within a health care system: Applying a multi-phased mixed methods knowledge mobilization approach","year":2014,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Project commissioning; Resource (disambiguation); Health care; Nursing; Patient care; Medicine; Knowledge management; Medical education; Business; Public relations; Publishing; Political science; Computer science","authors":[{"name":"Katharina Kovacs Burns","is_ca":true},{"name":"M. Bellows","is_ca":true},{"name":"Carol Eigenseher","is_ca":true},{"name":"Karen Jackson","is_ca":true},{"name":"Jennifer Gallivan","is_ca":true},{"name":"Jennifer Rees","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6812325570183151,"gpt":0.5769059075532239,"spread":0.1043266494650912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1233916,0.001265632,0.001512474,0.007293398,0.008110242,0.0094914,0.004793904,0.002240917,0.003458174],"category_scores_gemma":[0.06581884,0.001442192,0.001585643,0.004197912,0.004700861,0.006319992,0.01388897,0.003270603,0.0004717826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01282026,"about_ca_system_score_gemma":0.03922872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008030046,"about_ca_topic_score_gemma":0.02411743,"domain_scores_codex":[0.8930734,0.09159479,0.003983834,0.002667945,0.005776941,0.002903014],"domain_scores_gemma":[0.8986511,0.08554127,0.003677366,0.003437674,0.006473191,0.002219329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005656944,0.004727289,0.01510914,0.006881398,0.0003724861,0.0006833634,0.5823799,0.001973149,0.003223521,0.01088917,0.002254273,0.3709406],"study_design_scores_gemma":[0.001001344,0.005957745,0.0185785,0.00769359,0.0004477378,0.0004603593,0.8846608,0.006754807,0.006351205,0.02862618,0.03913352,0.0003341017],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6853769,0.002334608,0.1791689,0.01015354,0.000270294,0.1030827,0.0008171783,0.0002070723,0.01858879],"genre_scores_gemma":[0.5135457,0.001631821,0.4047583,0.002913475,0.00005547041,0.07403104,0.0002998333,0.00005859374,0.002705733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1233916,"threshold_uncertainty_score":0.6525649,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968382721","doi":"10.5172/mra.2014.8.1.74","title":"What constitutes effective learning experiences in a mixed methods research course? An examination from the student perspective","year":2014,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":15,"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":"Perspective (graphical); Course (navigation); Multimethodology; Project commissioning; Qualitative research; Qualitative property; Psychology; Medical education; Publishing; Mathematics education; Engineering ethics; Management science; Computer science; Engineering; Sociology; Medicine; Social science; Political science; Artificial intelligence","authors":[{"name":"Cheryl Poth","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7982175798703056,"gpt":0.7516681629489378,"spread":0.04654941692136783,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05509017,0.0004127674,0.000555679,0.001983202,0.003817189,0.0172587,0.001692773,0.002548983,0.002666964],"category_scores_gemma":[0.08966358,0.0004368888,0.0004869767,0.001209695,0.007116751,0.01100283,0.00901299,0.002473915,0.0003634085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190688,"about_ca_system_score_gemma":0.005298878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003882067,"about_ca_topic_score_gemma":0.0008631574,"domain_scores_codex":[0.935019,0.0524056,0.001899841,0.001373727,0.006536538,0.002765267],"domain_scores_gemma":[0.9167787,0.05945256,0.005888822,0.004940643,0.005563471,0.007375852],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001203013,0.001369925,0.04874865,0.001266525,0.00007107481,0.001638947,0.6255367,0.0002215024,0.002253579,0.05794155,0.004816146,0.2560152],"study_design_scores_gemma":[0.00004375492,0.0008140865,0.04348084,0.002559955,0.00008149922,0.002848966,0.8084526,0.001176685,0.002976858,0.04244575,0.09504335,0.00007560959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8090769,0.002970003,0.03166041,0.05125723,0.0004987326,0.0006503133,0.00005677786,0.0001251653,0.1037044],"genre_scores_gemma":[0.9817908,0.001099029,0.01198106,0.002380288,0.0001442224,0.0003323655,0.00002498539,0.00003242063,0.002214892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9449098,"threshold_uncertainty_score":0.2913482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120033515","doi":"10.29034/ijmra.v12n2editorial3","title":"Poetry and Mixed Methods Research","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":12,"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":"Poetry; Representation (politics); Sociology; Multimethodology; Epistemology; Creativity; Space (punctuation); Computer science; Meaning (existential); The arts; Process (computing); Psychology; Visual arts; Social science; Art; Literature; Social psychology","authors":[{"name":"Mandy M. Archibald","is_ca":true},{"name":"Anthony J. Onwuegbuzie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9648529209567476,"gpt":0.7995571600741443,"spread":0.1652957608826032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1972433,0.001154816,0.001637637,0.005285549,0.007757651,0.0281089,0.003456701,0.007641056,0.004529612],"category_scores_gemma":[0.3234144,0.0008631549,0.001411161,0.00567982,0.03710377,0.01367194,0.009051777,0.01548508,0.001999984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004381429,"about_ca_system_score_gemma":0.01349838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006638903,"about_ca_topic_score_gemma":0.0008033116,"domain_scores_codex":[0.5675865,0.378484,0.01254156,0.01032344,0.02923434,0.001830064],"domain_scores_gemma":[0.4723126,0.4667815,0.01355175,0.02258661,0.02058416,0.004183442],"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":[0.0001035671,0.00005371364,0.0007120107,0.004030569,0.0001768524,0.0003237983,0.03751183,0.0004603711,0.0003866807,0.7156826,0.1192733,0.1212848],"study_design_scores_gemma":[0.00003418684,0.0001009013,0.0003634683,0.004073196,0.00005457261,0.000399072,0.005577162,0.0008064136,0.0004700289,0.2824521,0.7056042,0.00006478458],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.005336979,0.08006184,0.2152592,0.4509502,0.1757954,0.001836667,0.0003986337,0.0006999716,0.0696611],"genre_scores_gemma":[0.1529285,0.07811802,0.4244694,0.1371284,0.1708203,0.01029414,0.0005105958,0.001739155,0.02399151],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8027567,"threshold_uncertainty_score":0.9899419,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285470284","doi":"10.29034/ijmra.v13n2editorial2","title":"Intra-Study Matching Considerations When Using Mixed Methods-Based Research Approaches: A Critical Dialectical Pluralistic Approach","year":2021,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Sampling (signal processing); Context (archaeology); Matching (statistics); Pluralism (philosophy); Computer science; Statistics; Psychology; Mathematics; Epistemology; Geography","authors":[{"name":"Anthony J. Onwuegbuzie","is_ca":false},{"name":"Julie A. Corrigan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.958287674203664,"gpt":0.7574879455768154,"spread":0.2007997286268486,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7137462,0.002711232,0.005996233,0.01097928,0.00999544,0.03017999,0.01279631,0.01654913,0.00335717],"category_scores_gemma":[0.7801057,0.002860591,0.005113918,0.008891574,0.03948357,0.02041086,0.01550197,0.02180924,0.001284318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01148257,"about_ca_system_score_gemma":0.02187343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352223,"about_ca_topic_score_gemma":0.002568833,"domain_scores_codex":[0.1132704,0.8004878,0.03674406,0.01043884,0.03753337,0.001525492],"domain_scores_gemma":[0.1177005,0.7992433,0.01564208,0.02771225,0.03784167,0.001860199],"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":[0.0006049625,0.00009756013,0.002975532,0.01473275,0.002122544,0.0006763457,0.1047129,0.002015786,0.001344748,0.6221986,0.04366431,0.2048539],"study_design_scores_gemma":[0.0003801647,0.0005944906,0.001230489,0.02621727,0.001714766,0.0006521939,0.01734475,0.007949108,0.002853371,0.6593478,0.281393,0.0003226172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004516826,0.04052553,0.7380429,0.1657073,0.0336275,0.006231133,0.0002649711,0.0004342358,0.01064952],"genre_scores_gemma":[0.07330201,0.009444717,0.826913,0.05528618,0.01335478,0.01896423,0.0001123715,0.0004749505,0.002147754],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2862538,"threshold_uncertainty_score":0.3530019,"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":[],"domain":null,"study_design":"qualitative","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2020541577","doi":"10.5172/mra.2012.6.3.314","title":"Exploring the role of the mixed methods practitioner within educational research teams: A cross-case comparison of the research planning process","year":2012,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":7,"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":"Legitimation; Multimethodology; Process (computing); Project commissioning; Psychology; Class (philosophy); Educational psychology; Work (physics); Sociology; Publishing; Knowledge management; Management science; Pedagogy; Computer science; Engineering; Political science","authors":[{"name":"Cheryl Poth","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9556138020193898,"gpt":0.78912828636399,"spread":0.1664855156553998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2157638,0.0006000544,0.0007860397,0.006158835,0.0176044,0.01575749,0.00362701,0.004160268,0.002142723],"category_scores_gemma":[0.2404317,0.001536934,0.001078393,0.00344365,0.01250162,0.01269045,0.01509869,0.004290864,0.0005124833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009137757,"about_ca_system_score_gemma":0.023477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002432647,"about_ca_topic_score_gemma":0.005310938,"domain_scores_codex":[0.6882766,0.285945,0.006990205,0.00417465,0.009140096,0.005473396],"domain_scores_gemma":[0.627491,0.3153799,0.01500047,0.01705984,0.01664792,0.008420798],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001992944,0.0004665523,0.01757078,0.0006267284,0.00003941729,0.002163566,0.8644282,0.0003743843,0.001322103,0.0171914,0.0004285492,0.09518901],"study_design_scores_gemma":[0.0001055196,0.000965443,0.01251727,0.001564066,0.00005823143,0.002767969,0.9405085,0.002310821,0.002296695,0.0129459,0.02384782,0.0001117871],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490255,0.002392241,0.1098778,0.01120453,0.0002685177,0.005050772,0.00003879725,0.0001371872,0.02200461],"genre_scores_gemma":[0.937035,0.0009986272,0.0557874,0.0008217226,0.00003754924,0.003333519,0.0000266752,0.0000448326,0.001914748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7842362,"threshold_uncertainty_score":0.9671028,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4377250640","doi":"10.29034/ijmra.v14n1a3","title":"Placing Mixed Methods Research Within Hierarchies of Evidence in Health Sciences","year":2022,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"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; Hierarchy; Ranking (information retrieval); Value (mathematics); Publishing; Quality (philosophy); Management science; Project commissioning; Sociology; Social science; Data science; Computer science; Political science; Epistemology; Engineering; Information retrieval","authors":[{"name":"Ahtisham Younas","is_ca":true},{"name":"Maria Pedersen","is_ca":false},{"name":"Jude L. Tayaben","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9743750827348046,"gpt":0.7978879248964741,"spread":0.1764871578383305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5451297,0.002948281,0.007393552,0.03646274,0.01338245,0.04140146,0.006758871,0.0106975,0.003795894],"category_scores_gemma":[0.5617465,0.003357059,0.004603581,0.01905551,0.06471722,0.03749721,0.02951578,0.01789072,0.0009735132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02436486,"about_ca_system_score_gemma":0.04517113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006197922,"about_ca_topic_score_gemma":0.008689695,"domain_scores_codex":[0.212633,0.6982996,0.03115971,0.01400548,0.04111665,0.002785538],"domain_scores_gemma":[0.2388559,0.6594082,0.02723365,0.04243848,0.02831124,0.003752528],"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":[0.00015046,0.000159818,0.003814878,0.0106801,0.001089311,0.0002350761,0.02156697,0.002079149,0.0005680851,0.8061162,0.004371006,0.149169],"study_design_scores_gemma":[0.0001607468,0.0002149131,0.001007232,0.01446597,0.0003672685,0.0001468628,0.005191552,0.003608284,0.000555626,0.9474491,0.0267074,0.0001250767],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007719326,0.06700753,0.7665262,0.1184436,0.00409283,0.005278938,0.0002805882,0.0003862653,0.0302648],"genre_scores_gemma":[0.1250218,0.0127229,0.841804,0.01198574,0.001399716,0.006125357,0.0001048163,0.0001468953,0.0006887696],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4548703,"threshold_uncertainty_score":0.5609361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015236281","doi":"10.5172/mra.2013.7.2.250","title":"Methodological challenges in studying urban Aboriginal homelessness","year":2013,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia; University of Calgary","funders":"","keywords":"Project commissioning; Context (archaeology); Sociology; Colonialism; Politics; Population; Identity (music); Political science; Criminology; Economic growth; Publishing; Geography; Law","authors":[{"name":"Wilfreda E. Thurston","is_ca":true},{"name":"Nellie D Oelke","is_ca":true},{"name":"D. W. Turner","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7597584508368928,"gpt":0.5776851312399668,"spread":0.182073319596926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2775242,0.001132839,0.002090285,0.007680354,0.01558959,0.007598602,0.00694564,0.00213396,0.004007938],"category_scores_gemma":[0.2528037,0.001262138,0.001007999,0.007770893,0.01324382,0.002874881,0.009474246,0.002834468,0.0005376486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01275382,"about_ca_system_score_gemma":0.03685749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1555124,"about_ca_topic_score_gemma":0.3011091,"domain_scores_codex":[0.7137765,0.2442423,0.01697302,0.004561891,0.01736845,0.003077894],"domain_scores_gemma":[0.7810925,0.1570315,0.01190095,0.01397058,0.03233556,0.003668903],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006818685,0.0009459091,0.07023963,0.01585893,0.0006227981,0.002641658,0.6264663,0.001722639,0.00332767,0.08731819,0.01545848,0.174716],"study_design_scores_gemma":[0.0003545525,0.001074212,0.06142564,0.01400806,0.0005310883,0.001063664,0.7520534,0.002214021,0.002329784,0.05473466,0.1099565,0.0002543514],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4153562,0.04135529,0.2558324,0.09531905,0.007631504,0.09127183,0.002748841,0.0003530143,0.09013188],"genre_scores_gemma":[0.5257775,0.008639035,0.2858767,0.01656428,0.001281727,0.1538392,0.000437821,0.0001693444,0.007414354],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7224758,"threshold_uncertainty_score":0.8909413,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079034357","doi":"10.5172/mra.2011.5.1.40","title":"Can focus groups be used for longitudinal evaluation? Findings from the Medellin early preventionof aggression program","year":2011,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Bullying, Victimization, and Aggression","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":"Dalhousie University","funders":"","keywords":"Aggression; Focus (optics); Longitudinal study; Publishing; Project commissioning; Psychology; Political science; Developmental psychology; Medicine; Physics","authors":[{"name":"Michael Ungar","is_ca":true},{"name":"Luis Fernando Duque","is_ca":false},{"name":"Dora Hernandez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3700678662959669,"gpt":0.4406711018874127,"spread":0.07060323559144577,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1783564,0.0004077496,0.0005777728,0.003027489,0.003074355,0.00186963,0.002592402,0.001397522,0.003816959],"category_scores_gemma":[0.237444,0.0007849793,0.0006736757,0.002271503,0.001977766,0.005412026,0.003292859,0.001498636,0.0005686802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003806787,"about_ca_system_score_gemma":0.008309658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01795707,"about_ca_topic_score_gemma":0.02796918,"domain_scores_codex":[0.8824863,0.104631,0.003575244,0.001137904,0.005981302,0.002188253],"domain_scores_gemma":[0.7377078,0.1946613,0.02109879,0.01182514,0.03140274,0.00330424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001530474,0.003469982,0.2459853,0.005088384,0.0001904908,0.0003700507,0.3674724,0.0001659697,0.001669397,0.002059502,0.009097153,0.3629008],"study_design_scores_gemma":[0.000776055,0.005982984,0.5116664,0.01099259,0.0002771492,0.0003759727,0.4270959,0.001106154,0.004003104,0.002304389,0.03525872,0.0001605783],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541343,0.00715512,0.008065304,0.0114599,0.0005149745,0.008064362,0.0007832518,0.0001016664,0.009721089],"genre_scores_gemma":[0.9562463,0.002148226,0.0132482,0.002372286,0.00009493458,0.02431069,0.0003016123,0.00002702417,0.001250727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1783564,"threshold_uncertainty_score":0.9432499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2321640315","doi":"10.5172/mra.455.1.1.39","title":"Meanings of the heart among a group of older Sikh immigrant women with cardiovascular disease","year":2007,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Cardiac Health and Mental Health","field":"Medicine","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 Calgary","funders":"","keywords":"Distress; Emotional distress; Disease; Project commissioning; Heart disease; Meaning (existential); Psychology; Immigration; Medicine; Publishing; Psychiatry; Clinical psychology; Anxiety; Internal medicine; Psychotherapist; History; Literature","authors":[{"name":"Charles Mather","is_ca":true},{"name":"Kathryn King","is_ca":true},{"name":"Pam LeBlanc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07621400953956133,"gpt":0.3521041790793001,"spread":0.2758901695397388,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001839355,0.0005244304,0.0005311083,0.0009347871,0.004894655,0.002232345,0.0005497128,0.001043014,0.001482564],"category_scores_gemma":[0.004100028,0.0002567378,0.0002239777,0.0006533848,0.005704198,0.001753688,0.003648384,0.001610814,0.0001280249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422677,"about_ca_system_score_gemma":0.001255231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006646164,"about_ca_topic_score_gemma":0.009993657,"domain_scores_codex":[0.9990947,0.0005318693,0.00004859781,0.00005781549,0.0001012519,0.0001657394],"domain_scores_gemma":[0.9986162,0.000685011,0.0002639072,0.00004719837,0.0001151866,0.0002724055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003164652,0.00001740426,0.005932095,0.00004576867,0.000003612799,0.0005198813,0.9898092,0.000005717852,0.0008870001,0.0004561892,0.00009545963,0.002196076],"study_design_scores_gemma":[0.000002551253,0.000042662,0.005235059,0.00003700767,0.000003647454,0.0003713259,0.9928328,0.00002244969,0.0000824013,0.0001606829,0.001202258,0.000007108143],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997968,0.0002589139,0.00009643879,0.0005334322,0.00002366699,0.000009432467,0.00000756501,0.00000206483,0.001100456],"genre_scores_gemma":[0.9986836,0.0003657489,0.0001317186,0.000240008,0.00001661595,0.00001757136,0.00001083543,0.000002386718,0.0005314254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006646164,"threshold_uncertainty_score":0.01321495,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3084081400","doi":"10.29034/ijmra.v11n3a2","title":"A Theoretical Framework for Mixed Methods Research with Canadian Families Living with Low Income","year":2019,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Project commissioning; Low income; Sociology; Publishing; Multimethodology; Socioeconomics; Social science; Political science; Law","authors":[{"name":"Carla Ginn","is_ca":false},{"name":"Karen Benzies","is_ca":false},{"name":"Leslie-Anne Keown","is_ca":false},{"name":"Shelley Raffin Bouchal","is_ca":false},{"name":"Wilfreda E. Thurston","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2410984486835237,"gpt":0.540086134764475,"spread":0.2989876860809513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3841412,0.002794569,0.004049741,0.0147922,0.05012341,0.02550134,0.01790197,0.008350063,0.01047105],"category_scores_gemma":[0.2670137,0.00339007,0.002908097,0.01437136,0.04097521,0.01170441,0.02024248,0.009224907,0.001066116],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1455081,"about_ca_system_score_gemma":0.3105596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5863226,"about_ca_topic_score_gemma":0.7148505,"domain_scores_codex":[0.5471025,0.4013155,0.01093365,0.009279787,0.02269859,0.008669968],"domain_scores_gemma":[0.6133351,0.3090117,0.01020827,0.01629939,0.04204714,0.009098424],"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":[0.000101403,0.0003617144,0.0056039,0.001906433,0.0001371103,0.0003700086,0.1497578,0.001123335,0.0001937387,0.780131,0.007839184,0.05247438],"study_design_scores_gemma":[0.0007515548,0.0003910597,0.006984681,0.01281921,0.0003369498,0.0007225151,0.2500912,0.01119318,0.0005881728,0.6167406,0.09910579,0.0002751119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02273821,0.008524045,0.7167111,0.08246265,0.001895321,0.05678349,0.001358345,0.000401372,0.1091256],"genre_scores_gemma":[0.1339726,0.001716126,0.7303265,0.009330942,0.00016876,0.1197806,0.0003525817,0.0001006017,0.004251215],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6158588,"threshold_uncertainty_score":0.9910895,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2101952336","doi":"10.5172/mra.2010.4.3.225","title":"Technological and methodological challenges of using classroom video to analyse physics teachers’ explanations","year":2010,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Project commissioning; Focus (optics); Publishing; Technological change; Mathematics education; Multimedia; Computer science; Psychology; Physics; Political science; Optics; Artificial intelligence","authors":[{"name":"David Geelan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7741092330065833,"gpt":0.5535145916437071,"spread":0.2205946413628762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09302627,0.001037774,0.001006814,0.009045894,0.004133497,0.008838373,0.004867002,0.002416513,0.00462824],"category_scores_gemma":[0.2413568,0.001436041,0.0006334568,0.00651594,0.006417048,0.007173916,0.00531819,0.002778295,0.001345841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003350124,"about_ca_system_score_gemma":0.004829791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01606005,"about_ca_topic_score_gemma":0.02150202,"domain_scores_codex":[0.865353,0.1024526,0.006916165,0.006314788,0.01755396,0.001409378],"domain_scores_gemma":[0.6060126,0.3154878,0.0165375,0.02445952,0.03586465,0.001637803],"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":[0.0008032324,0.000820916,0.04163061,0.007058546,0.0005261747,0.001098821,0.2082313,0.004732425,0.0247361,0.055031,0.01190266,0.6434283],"study_design_scores_gemma":[0.0006774372,0.002167385,0.1253478,0.01105701,0.0007203309,0.003659909,0.3400726,0.0346325,0.05109373,0.1644608,0.2648761,0.001234413],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2329871,0.006313907,0.7002349,0.01139781,0.001668912,0.00601904,0.002763003,0.0006234652,0.03799184],"genre_scores_gemma":[0.5172886,0.003721948,0.4547253,0.001715998,0.0008828273,0.01440099,0.0009663047,0.0005342939,0.005763816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09302627,"threshold_uncertainty_score":0.4919758,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238369703","doi":"10.5172/mra.2012.3154","title":"Triangulation in Canadian Doctoral Dissertations on Aging","year":2012,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Triangulation; Project commissioning; Publishing; Sociology; Political science; Library science; Computer science; Geography; Cartography; Law","authors":[{"name":"Anna Azulai","is_ca":false},{"name":"James A. Rankin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.906773239166878,"gpt":0.6609234335670342,"spread":0.2458498055998438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.094202,0.0007807487,0.002184992,0.0348298,0.03554127,0.01874713,0.005061427,0.003072124,0.01181789],"category_scores_gemma":[0.3171805,0.0009860641,0.001728572,0.07126295,0.009696825,0.004551307,0.01376051,0.003789722,0.0009123095],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1635069,"about_ca_system_score_gemma":0.3653308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9492842,"about_ca_topic_score_gemma":0.9763947,"domain_scores_codex":[0.9001286,0.03199996,0.008088369,0.007685239,0.04110241,0.0109955],"domain_scores_gemma":[0.598388,0.1031786,0.02470712,0.01798337,0.2386558,0.01708712],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0006335003,0.0001503396,0.1067109,0.003952046,0.0004485157,0.001055111,0.5164081,0.0007224494,0.0009039984,0.08296355,0.09644388,0.1896075],"study_design_scores_gemma":[0.000105367,0.00007475951,0.2693602,0.007135028,0.0004302392,0.0003707652,0.3348194,0.000694766,0.001069756,0.01319451,0.3724176,0.0003276269],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5795907,0.07845271,0.007460688,0.09653363,0.00887588,0.002711754,0.01320722,0.000185553,0.2129818],"genre_scores_gemma":[0.9246157,0.01848739,0.007957772,0.005719455,0.0008320929,0.0009236347,0.003307727,0.00016516,0.03799089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9651702,"threshold_uncertainty_score":0.9702134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285470386","doi":"10.29034/ijmra.v13n2a3","title":"Editing Questionnaire Items using the Delphi Method: Integrating Qualitative and Quantitative Methods","year":2021,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Delphi Technique in Research","field":"Social 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 Manitoba; Red River College","funders":"","keywords":"Computer science; Qualitative property; Delphi; Delphi method; Situated; Strict constructionism; Qualitative research; Data science; Management science; Knowledge management; Sociology; Epistemology; Engineering; Artificial intelligence; Social science","authors":[{"name":"Kim Mitchell","is_ca":true},{"name":"Diana E. McMillan","is_ca":true},{"name":"Michelle Lobchuk","is_ca":true},{"name":"Nathan Nickel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7065098344037871,"gpt":0.6699428967935247,"spread":0.03656693761026242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2562927,0.002219049,0.001857603,0.01182117,0.007312785,0.007086185,0.003520519,0.002364011,0.005074896],"category_scores_gemma":[0.2819643,0.001502645,0.001525613,0.007190363,0.00856254,0.00780778,0.01275839,0.004253993,0.001743033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004605073,"about_ca_system_score_gemma":0.01758221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723444,"about_ca_topic_score_gemma":0.002669148,"domain_scores_codex":[0.6620482,0.2867519,0.01662061,0.006434107,0.02434611,0.003799071],"domain_scores_gemma":[0.6350783,0.2831641,0.009487152,0.01610233,0.05335651,0.00281155],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002682266,0.0004047633,0.002723473,0.004115884,0.00008443891,0.0007503814,0.4900551,0.002536397,0.01114236,0.02736546,0.01153971,0.4490138],"study_design_scores_gemma":[0.0003151096,0.001748699,0.007208773,0.006618262,0.0001709288,0.001466076,0.5368634,0.01652482,0.02221766,0.1194965,0.2865036,0.0008662345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06752245,0.0007723542,0.8646246,0.005424865,0.0008374599,0.043984,0.0003428824,0.0007454535,0.01574588],"genre_scores_gemma":[0.1058104,0.000924524,0.8523693,0.001679287,0.0001801639,0.03564034,0.0002176761,0.0002583143,0.002919956],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7437073,"threshold_uncertainty_score":0.9171235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118572164","doi":"10.29034/ijmra.v12n2a1","title":"Bridging Secondary Survey Data with In-Depth Case Studies to Advance Understandings of Youth Learning and Mental Health Concerns","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"demographic modeling and climate adaptation","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":"Brandon University","funders":"","keywords":"Mental health; Bridging (networking); Psychology; Context (archaeology); Project commissioning; Qualitative research; Qualitative property; Publishing; Multimethodology; Educational psychology; Applied psychology; Developmental psychology; Sociology; Pedagogy; Computer science; Social science; Political science; Psychotherapist","authors":[{"name":"Breanna Lawrence","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7347796117091319,"gpt":0.5334154886758044,"spread":0.2013641230333275,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1268356,0.0007290394,0.001082778,0.008871468,0.002801223,0.003783166,0.002320742,0.001611009,0.006101095],"category_scores_gemma":[0.1793567,0.0009073447,0.001093311,0.007991347,0.002803935,0.004417859,0.007653338,0.002431902,0.0006423031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004509176,"about_ca_system_score_gemma":0.008689123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004340428,"about_ca_topic_score_gemma":0.01216197,"domain_scores_codex":[0.8852176,0.1000238,0.005515838,0.00333576,0.004523493,0.001383545],"domain_scores_gemma":[0.698288,0.2472424,0.01172981,0.02403193,0.01724851,0.001459402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005319227,0.001629558,0.05776388,0.01250862,0.0007139017,0.00136939,0.4320872,0.002996956,0.005030035,0.05225056,0.008810374,0.4243076],"study_design_scores_gemma":[0.0004046632,0.003337969,0.07063562,0.01824806,0.0008462996,0.001349815,0.609257,0.01044134,0.01160358,0.1352357,0.1383918,0.0002480379],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3338357,0.004343261,0.5842035,0.00657732,0.0008851161,0.03682308,0.003978983,0.0003640225,0.02898904],"genre_scores_gemma":[0.567679,0.002248847,0.3729586,0.002112357,0.0001578488,0.05124161,0.001196011,0.0001316077,0.002274052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1268356,"threshold_uncertainty_score":0.6707788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2085125320","doi":"10.5172/mra.3.2.203","title":"The application of precedent methodology to analyze homeless shelter service delivery","year":2009,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Homelessness and Social Issues","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":"University of Calgary","funders":"","keywords":"Scholarship; Qualitative research; Social work; Sociology; Work (physics); Project commissioning; Audit; Service (business); Social research; Engineering ethics; Research design; Service delivery framework; Management science; Public relations; Social science; Engineering; Publishing; Management; Political science; Business; Marketing","authors":[{"name":"John R. Graham","is_ca":true},{"name":"Christine A. Walsh","is_ca":true},{"name":"Micheal L. Shier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4161073016975571,"gpt":0.5442224079889355,"spread":0.1281151062913785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02679561,0.0006604122,0.0006535742,0.009613229,0.007014917,0.004288691,0.003343231,0.001545931,0.0167862],"category_scores_gemma":[0.04632448,0.0008552167,0.000764958,0.007593358,0.005583554,0.003076377,0.002649082,0.002398273,0.002825488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008805081,"about_ca_system_score_gemma":0.0161598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357969,"about_ca_topic_score_gemma":0.05675659,"domain_scores_codex":[0.9828471,0.009777962,0.001352923,0.002027184,0.00346929,0.0005255996],"domain_scores_gemma":[0.9550116,0.02683101,0.002746506,0.00573059,0.009051176,0.0006290104],"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":[0.00009267322,0.0004592939,0.0224697,0.002709348,0.00004670429,0.002029501,0.07587072,0.002953603,0.004415988,0.5769929,0.01143552,0.3005241],"study_design_scores_gemma":[0.0001417727,0.001196881,0.03336766,0.00397681,0.0001190005,0.002531379,0.08744492,0.01638891,0.01642243,0.2857224,0.5524626,0.0002252065],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03644357,0.0005806367,0.8590127,0.001308763,0.0002288962,0.01088567,0.001417423,0.0003010042,0.0898214],"genre_scores_gemma":[0.1374916,0.0006266761,0.827198,0.0004561631,0.00004302838,0.01717998,0.0008521521,0.0001084733,0.01604394],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02679561,"threshold_uncertainty_score":0.1417104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2025768070","doi":"10.5172/mra.2012.6.3.332","title":"Epilogue","year":2012,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Context (archaeology); Documentation; Presentation (obstetrics); Multimethodology; Content analysis; Data presentation; Publishing; Project commissioning; Focus (optics); Descriptive statistics; Library science; Computer science; Data science; Psychology; Sociology; Mathematics education; Social science; Geography; Statistics; Political science; Mathematics; Medicine","authors":[{"name":"Kathleen M. T. Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7885766103950784,"gpt":0.5787924218173365,"spread":0.2097841885777419,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01083153,0.0008170063,0.001163602,0.00536278,0.001266299,0.002857647,0.001845549,0.003314531,0.4427261],"category_scores_gemma":[0.1007225,0.0005291841,0.001551247,0.003083752,0.000822703,0.003332859,0.002885451,0.00325948,0.09798104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0023388,"about_ca_system_score_gemma":0.008144788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002933007,"about_ca_topic_score_gemma":0.003243644,"domain_scores_codex":[0.9921803,0.003677855,0.001575976,0.0006171392,0.00143123,0.0005174233],"domain_scores_gemma":[0.949668,0.02520139,0.002814425,0.004248034,0.01528574,0.002782451],"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":[0.0004176164,0.00002774904,0.0004680933,0.006454126,0.00003148465,0.0001527505,0.0001821335,0.00007430251,0.00007121615,0.003797045,0.9292202,0.05910326],"study_design_scores_gemma":[0.0001351458,0.00005994928,0.001268365,0.004115274,0.00002861358,0.0001728766,0.0002476393,0.00006102241,0.0001098061,0.003506096,0.9902734,0.00002188181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.003743547,0.0123077,0.01016162,0.1483457,0.1285945,0.02472333,0.3761092,0.003399563,0.2926149],"genre_scores_gemma":[0.04660659,0.02343745,0.02721033,0.200905,0.03044008,0.08029351,0.1394003,0.002883232,0.4488234],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5572739,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312667600","doi":"10.29034/ijmra.v13n3a2","title":"Corpus Linguistic Methodology as an Advanced Conversion Design for Social Science Research","year":2021,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"The Wilson Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Computer science; Multimethodology; Linguistics; Qualitative property; Context (archaeology); Metaphor; Corpus linguistics; Qualitative research; Data science; Sociology; Natural language processing; Social science","authors":[{"name":"Brett A. Diaz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6556952095035062,"gpt":0.5264562462432374,"spread":0.1292389632602688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1704137,0.001786546,0.001571108,0.00875035,0.004771679,0.009993226,0.003947109,0.002082931,0.0148968],"category_scores_gemma":[0.2130336,0.001723551,0.001736626,0.008144726,0.01147958,0.006680116,0.009537221,0.004682671,0.002483317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004229057,"about_ca_system_score_gemma":0.008568864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683093,"about_ca_topic_score_gemma":0.002597977,"domain_scores_codex":[0.7295515,0.2472336,0.008385389,0.006213087,0.00795019,0.0006661327],"domain_scores_gemma":[0.7246433,0.2164487,0.006787993,0.03601974,0.01488625,0.001213979],"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":[0.0003780931,0.0001926667,0.001491019,0.003537157,0.0001996253,0.0002502172,0.04728838,0.002674023,0.002516939,0.7335405,0.01030218,0.1976292],"study_design_scores_gemma":[0.0005388988,0.0007059399,0.001659643,0.003236512,0.0001858586,0.0003513779,0.01624395,0.01278639,0.005225655,0.6041673,0.3546685,0.0002298808],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00306658,0.0003768283,0.976302,0.001284888,0.0005317771,0.00880321,0.0005411578,0.0004687192,0.008624847],"genre_scores_gemma":[0.01441099,0.0002069551,0.942079,0.0004323845,0.00008014221,0.04134908,0.0001883334,0.0001956638,0.001057399],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1704137,"threshold_uncertainty_score":0.9012448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3094437518","doi":"10.29034/ijmra.v12n1editorial1","title":"Editors’ Introduction to the International Journal of Multiple Research Approaches: Issue 12(1)","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":1,"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":"Publishing; Library science; Project commissioning; Engineering ethics; Political science; Media studies; Sociology; Engineering; Computer science; Law","authors":[{"name":"Donggil Song","is_ca":false},{"name":"John H. Hitchcock","is_ca":false},{"name":"Anthony J. Onwuegbuzie","is_ca":false},{"name":"R. Burke Johnson","is_ca":false},{"name":"Brigitte Smit","is_ca":true},{"name":"Vanessa Scherman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5785137779207026,"gpt":0.518274367969347,"spread":0.06023940995135557,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03376061,0.003835131,0.004029784,0.0083988,0.005040096,0.0153933,0.004615058,0.01087829,0.02963271],"category_scores_gemma":[0.1048197,0.001587696,0.004180554,0.003697403,0.004882592,0.00909281,0.00505578,0.02385456,0.01686406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003906399,"about_ca_system_score_gemma":0.008377212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102506,"about_ca_topic_score_gemma":0.0029307,"domain_scores_codex":[0.9771812,0.006199121,0.00372109,0.002043207,0.009757832,0.001097477],"domain_scores_gemma":[0.8412473,0.07828788,0.008148628,0.003621768,0.05766856,0.01102591],"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":[0.00002095502,0.00001822822,0.00004879199,0.0004866699,0.00001340658,0.00004373695,0.0000691566,0.0000291529,0.00008181577,0.0008024942,0.9823233,0.01606218],"study_design_scores_gemma":[0.00001825587,0.00003909079,0.0002332984,0.001423742,0.00002563216,0.0002428139,0.0001105157,0.0001067754,0.00007542749,0.001391445,0.9963013,0.00003162606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002366512,0.005334035,0.0004664392,0.02601665,0.9673396,0.00003509611,0.000035333,0.00004849743,0.0007007897],"genre_scores_gemma":[0.0003412959,0.008604918,0.000885943,0.02634009,0.9593573,0.0001068867,0.00005635114,0.000120074,0.004187132],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03376061,"threshold_uncertainty_score":0.1785453,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3093550251","doi":"10.29034/ijmra.v12n1a2","title":"The Impact of the CrossFit Environment on Women’s Body Image, Self-Esteem, and Eating Behaviors","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Eating Disorders and Behaviors","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"","keywords":"Psychosocial; Thematic analysis; Psychology; Ethnography; Self-esteem; Social psychology; Clinical psychology; Developmental psychology; Sociology; Qualitative research; Social science","authors":[{"name":"Paige Coyne","is_ca":true},{"name":"Sarah J. Woodruff","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1173905934705306,"gpt":0.4030442762306919,"spread":0.2856536827601612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001347504,0.0002695131,0.000302939,0.0005123136,0.001350856,0.000935634,0.0002913651,0.0002318243,0.001532818],"category_scores_gemma":[0.00193496,0.0001983178,0.0002121053,0.000410132,0.0005648615,0.0004349874,0.001070695,0.0003410167,0.0001140025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003937929,"about_ca_system_score_gemma":0.0004514389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296013,"about_ca_topic_score_gemma":0.01086318,"domain_scores_codex":[0.999176,0.0005172915,0.00002671192,0.00008726725,0.00008058965,0.0001121293],"domain_scores_gemma":[0.9986222,0.0005867039,0.0003512267,0.0001062677,0.0001133418,0.0002202854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002682535,0.0005924791,0.9530966,0.00007454758,0.00006019858,0.0003497701,0.02530673,0.00003579709,0.002419097,0.0001020777,0.0001130414,0.01758147],"study_design_scores_gemma":[0.000005631032,0.0009274281,0.9488758,0.00002119288,0.00002785194,0.0002037735,0.04865349,0.00006414245,0.0006257415,0.0000422878,0.0005442414,0.000008349496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995478,0.00004251477,0.00007965478,0.00001046039,0.000001974267,0.000009339194,0.00001382927,6.844664e-7,0.0002936282],"genre_scores_gemma":[0.9992834,0.0000568317,0.0002769935,0.00003057227,0.000004476191,0.00003496165,0.00002962079,0.000001036557,0.000282068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002296013,"threshold_uncertainty_score":0.007126331,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313050016","doi":"10.29034/ijmra.v13n3editorial","title":"Editors’ Introduction to the International Journal of Multiple Research Approaches: Issue 13(3)","year":2021,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Publishing; Volume (thermodynamics); Engineering ethics; Library science; Political science; Sociology; Management science; Computer science; Engineering; Law; Physics","authors":[{"name":"Brigitte Smit","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6327362013188447,"gpt":0.5587839951350285,"spread":0.07395220618381615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02506383,0.002813615,0.003826299,0.007081228,0.003471976,0.01469689,0.003708518,0.01036317,0.02168643],"category_scores_gemma":[0.07473735,0.001388927,0.004203984,0.003330043,0.004275281,0.006753499,0.003456576,0.02200237,0.01436819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003043513,"about_ca_system_score_gemma":0.007408801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001135902,"about_ca_topic_score_gemma":0.003312322,"domain_scores_codex":[0.9803832,0.003952959,0.002929445,0.001631592,0.01026662,0.0008361165],"domain_scores_gemma":[0.875643,0.05876055,0.005849068,0.002835764,0.04795756,0.008954033],"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":[0.00002157559,0.00001820014,0.00005577825,0.0003674129,0.00001530069,0.00004555198,0.00003681918,0.00003931915,0.0000930006,0.0009356738,0.9784873,0.01988407],"study_design_scores_gemma":[0.00002120306,0.00004990083,0.0003114697,0.001199907,0.00002985193,0.0002852519,0.00007448644,0.0001673208,0.0001104228,0.002329517,0.9953844,0.00003622599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002999649,0.007590538,0.0006009909,0.0247088,0.9659008,0.00002867971,0.00003512019,0.00005171326,0.001053447],"genre_scores_gemma":[0.0004250679,0.009792714,0.0008561145,0.02601154,0.9579534,0.0000583479,0.00004620058,0.0001129033,0.004743884],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02506383,"threshold_uncertainty_score":0.1325518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2095368524","doi":"10.1080/18340806.2014.11082064","title":"Letter to the Editor","year":2014,"lang":"en","type":"letter","venue":"International Journal of Multiple Research Approaches","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Indigenous; Positivism; Epistemology; Sociology; Contemplation; Psychology; Philosophy; Social psychology","authors":[{"name":"Craig Dalton","is_ca":false},{"name":"Shawn Wilson","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6037686606842241,"gpt":0.5641462702967789,"spread":0.03962239038744519,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003160078,0.001056975,0.001266764,0.001034751,0.003033,0.005657925,0.002653706,0.01683466,0.04412862],"category_scores_gemma":[0.03834858,0.0005306481,0.001122357,0.0006978319,0.002057115,0.005368523,0.002263972,0.02018831,0.02486014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387383,"about_ca_system_score_gemma":0.005005352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373647,"about_ca_topic_score_gemma":0.003343103,"domain_scores_codex":[0.9973839,0.0005548855,0.0002806994,0.0005427997,0.0009454262,0.0002922773],"domain_scores_gemma":[0.9870012,0.003883752,0.0006051372,0.0005630599,0.005453217,0.002493655],"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":[0.000008636026,0.000008484561,0.0000591942,0.00004096131,0.000002942233,0.0003027194,0.0000481745,0.000008909551,0.00002329598,0.0005723382,0.9946594,0.004264991],"study_design_scores_gemma":[0.000008371798,0.00001115096,0.0001886266,0.0001403229,0.00000486033,0.001048199,0.0002065146,0.00003689638,0.00005620229,0.0009062099,0.9973803,0.00001239558],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002512028,0.004472149,0.0001866598,0.5804054,0.407901,0.00002790706,0.00007546327,0.00008689721,0.006593357],"genre_scores_gemma":[0.004110027,0.005122356,0.0003749061,0.7392387,0.2003774,0.00006922431,0.00005827493,0.0001031235,0.05054603],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04412862,"threshold_uncertainty_score":0.147625,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118380682","doi":"10.29034/ijmra.v12n2editorial1","title":"Editors’ Introduction to the International Journal of Multiple Research Approaches: Issue 12(2)","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Publishing; Political science; Engineering ethics; Library science; Sociology; Regional science; Computer science; Engineering; Law","authors":[{"name":"Donggil Song","is_ca":false},{"name":"John H. Hitchcock","is_ca":false},{"name":"Anthony J. Onwuegbuzie","is_ca":false},{"name":"R. Burke Johnson","is_ca":false},{"name":"Vanessa Scherman","is_ca":false},{"name":"Brigitte Smit","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5786995384458993,"gpt":0.5182918751793782,"spread":0.06040766326652103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03303349,0.003758398,0.0038714,0.008269212,0.004980395,0.01543321,0.004517592,0.01077817,0.02892758],"category_scores_gemma":[0.09563059,0.001620567,0.004351196,0.00358711,0.005026215,0.008860729,0.004983506,0.02352745,0.01602081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003831118,"about_ca_system_score_gemma":0.008326202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169704,"about_ca_topic_score_gemma":0.003124504,"domain_scores_codex":[0.9778761,0.005822368,0.003593794,0.001959895,0.009640628,0.001107256],"domain_scores_gemma":[0.8558055,0.06880566,0.007199112,0.003554172,0.05401575,0.01061972],"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":[0.00002157799,0.00001803294,0.0000502993,0.0004630655,0.00001400736,0.00004659296,0.0000694696,0.00003003746,0.00009689474,0.0008088824,0.9824601,0.01592114],"study_design_scores_gemma":[0.00001914881,0.00003773573,0.0002417408,0.001304016,0.00002589433,0.0002454381,0.0001128258,0.000113039,0.00008337202,0.001374802,0.9964101,0.0000319091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002492191,0.005046193,0.0004849033,0.02378312,0.9698342,0.00003315314,0.00003235684,0.00004828291,0.0007129134],"genre_scores_gemma":[0.0003819941,0.008402793,0.0009242319,0.02726554,0.9580052,0.0001070479,0.00005607934,0.0001300307,0.004727053],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03303349,"threshold_uncertainty_score":0.1746999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285470057","doi":"10.29034/ijmra.v13n2editorial1","title":"Editors’ Introduction to the International Journal of Multiple Research Approaches: Issue 13(2)","year":2021,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Publishing; Project commissioning; Library science; Political science; Engineering ethics; Media studies; Regional science; Sociology; Engineering; Computer science; Law","authors":[{"name":"Donggil Song","is_ca":false},{"name":"John H. Hitchcock","is_ca":false},{"name":"Anthony J. Onwuegbuzie","is_ca":false},{"name":"R. Burke Johnson","is_ca":false},{"name":"Brigitte Smit","is_ca":true},{"name":"Vanessa Scherman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4443837846605166,"gpt":0.5019390990069937,"spread":0.05755531434647709,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02452194,0.002737105,0.003149955,0.007292763,0.003698731,0.01327446,0.003224338,0.009203306,0.02272203],"category_scores_gemma":[0.0669881,0.001370418,0.003630663,0.003203686,0.003703924,0.006681484,0.003853019,0.01921401,0.01228036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003126255,"about_ca_system_score_gemma":0.007194697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110555,"about_ca_topic_score_gemma":0.00275178,"domain_scores_codex":[0.97938,0.00435738,0.002785042,0.001582129,0.01091678,0.0009785903],"domain_scores_gemma":[0.8968849,0.04619622,0.004914896,0.00227745,0.04181654,0.007910075],"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":[0.0000189101,0.0000198729,0.00005511356,0.0003507458,0.00001039029,0.00005220018,0.00005737942,0.00003912089,0.0001258548,0.0008584877,0.9778747,0.02053729],"study_design_scores_gemma":[0.0000156924,0.00004564192,0.0003434684,0.001044922,0.00001939495,0.0002613438,0.000101256,0.0001600294,0.0001235322,0.001673475,0.9961796,0.00003166423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004538805,0.004910384,0.0006729169,0.02753782,0.9654516,0.00003760431,0.00003757495,0.00005492746,0.001251754],"genre_scores_gemma":[0.0007059913,0.009021844,0.00130135,0.0299744,0.9496716,0.0001092115,0.00007648792,0.0001497065,0.008989431],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02452194,"threshold_uncertainty_score":0.1296859,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3175557938","doi":"10.29034/ijmra.v12n3editorial1","title":"Editors’ Introduction to the International Journal of Multiple Research Approaches: Issue 12(3)","year":2020,"lang":"en","type":"article","venue":"International Journal of Multiple Research Approaches","topic":"Health Policy Implementation Science","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":"University of Alberta","funders":"","keywords":"Publishing; Engineering ethics; Library science; Project commissioning; Political science; Regional science; Management science; Sociology; Engineering; Computer science; Law","authors":[{"name":"Donggil Song","is_ca":false},{"name":"John H. Hitchcock","is_ca":false},{"name":"Anthony J. Onwuegbuzie","is_ca":false},{"name":"R. Burke Johnson","is_ca":false},{"name":"Vanessa Scherman","is_ca":false},{"name":"Brigitte Smit","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.863195009945161,"gpt":0.6644752455948483,"spread":0.1987197643503127,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02721362,0.003572026,0.003654497,0.006485304,0.004737637,0.01591557,0.004476361,0.01238759,0.02447205],"category_scores_gemma":[0.08073639,0.00149009,0.004806405,0.002975122,0.004895314,0.008047643,0.00410381,0.02575364,0.01435902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004063662,"about_ca_system_score_gemma":0.008306204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323676,"about_ca_topic_score_gemma":0.003760139,"domain_scores_codex":[0.9806055,0.004556809,0.003072345,0.001717719,0.008957494,0.001090149],"domain_scores_gemma":[0.8863289,0.05275438,0.006200822,0.00282052,0.04181136,0.01008397],"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":[0.00002181953,0.0000164033,0.0000482728,0.000329415,0.00001373546,0.00004306791,0.00003893104,0.00002655583,0.00007041625,0.0006790308,0.9874116,0.01130081],"study_design_scores_gemma":[0.00002687399,0.00004143801,0.0002750228,0.001233273,0.00003406472,0.0002679687,0.00009355654,0.0001396973,0.00009075917,0.001531187,0.9962292,0.00003685959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002190463,0.003930117,0.0003301984,0.02617305,0.9687498,0.00002342231,0.00002714254,0.00004126171,0.0007031285],"genre_scores_gemma":[0.0003047339,0.005191329,0.0004831349,0.03067975,0.9597197,0.00005287806,0.00003207785,0.00008324553,0.003453156],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02721362,"threshold_uncertainty_score":0.1439211,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}