{"meta":{"query_hash":"7b9083ae5385","filters":{"venue":"Qualitative Psychology"},"cohort_total":6,"direct_labels_cover":1,"predictions_cover":6,"exported":6,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/7b9083ae5385","api":"https://metacan.xera.ac/api/v1/cohort?venue=Qualitative+Psychology"},"results":[{"id":"W2319789985","doi":"10.1037/qup0000020","title":"Making discursive space in psychology for qualitative report-writing.","year":2015,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Space (punctuation); Discursive psychology; Qualitative research; Psychology; Sociology; Epistemology; Psychoanalysis; Discourse analysis; Social science; Linguistics","score_opus":0.9244622996192666,"score_gpt":0.8261412749841864,"score_spread":0.09832102463508019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319789985","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35980296,0.0015077912,0.30145088,0.087656796,0.0030362413,0.0034478465,0.00013731807,0.00028355178,0.2426766],"genre_scores_gemma":[0.9184128,0.000041876658,0.075272076,0.0026628221,0.00048781987,0.001100005,0.000025857154,0.00006313832,0.0019336146],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9718868,0.024151461,0.00094293477,0.0009857864,0.00068898575,0.001344048],"domain_scores_gemma":[0.9897297,0.008040444,0.0004904513,0.0005002844,0.0007986418,0.00044050263],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.043417037,0.00026026275,0.00063549064,0.00045307874,0.00028695975,0.000049946702,0.0005669244,0.00033430333,0.00012105846],"category_scores_gemma":[0.041124605,0.0002672619,0.00014774968,0.0010278756,0.002201954,0.00034354255,0.000076480166,0.0005057504,0.0001295626],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005185538,0.00026833586,0.00096331123,0.000016884864,0.000047972146,0.000115419476,0.76903707,0.000001923596,0.00027885372,0.21180491,0.013267709,0.003679036],"study_design_scores_gemma":[0.0016891157,0.00058232667,0.0016247596,0.00004520828,0.00001104845,0.000009647775,0.52453756,0.000015671547,0.000032263084,0.37581846,0.09532047,0.00031346222],"about_ca_topic_score_codex":0.00046648452,"about_ca_topic_score_gemma":0.0017040027,"teacher_disagreement_score":0.55860984,"about_ca_system_score_codex":0.00032686256,"about_ca_system_score_gemma":0.0005069146,"threshold_uncertainty_score":0.99997795},"labels":[],"label_agreement":null},{"id":"W2433384632","doi":"10.1037/qup0000038","title":"Decoupling antidepressants and depression in accounts of being prescribed antidepressants off-label.","year":2015,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Decoupling (probability); Depression (economics); Psychiatry; Medicine; Psychology; Economics; Keynesian economics; Engineering","score_opus":0.24336081806906,"score_gpt":0.5403555306378156,"score_spread":0.29699471256875565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2433384632","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98197067,0.006909644,0.0002240794,0.0010895978,0.00027116507,0.00033964543,0.000014646225,0.000024465682,0.009156098],"genre_scores_gemma":[0.99530494,0.0018444199,0.001866145,0.00083104294,0.00006212656,0.000020316129,0.00000684594,0.000020129204,0.00004402744],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979281,0.00045378963,0.0005310037,0.0004496945,0.00028144984,0.00035595012],"domain_scores_gemma":[0.99828726,0.0008431608,0.00023480589,0.00023585094,0.0002047126,0.00019418234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015524924,0.00018546973,0.00057492143,0.00015804952,0.000048974078,0.000010190706,0.000112993475,0.00013892991,0.000039649858],"category_scores_gemma":[0.0018283204,0.00015488692,0.000034615437,0.00025071105,0.0003183626,0.0002227409,0.00013495272,0.00033621365,0.000012689299],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037928033,0.0008823957,0.88682276,0.00023537505,0.00026782748,0.00012442487,0.03850585,0.000005215784,0.023937697,0.00030526388,0.0020715543,0.043048836],"study_design_scores_gemma":[0.019796463,0.00089125626,0.93038934,0.0008061992,0.0002521391,0.00011725832,0.021303916,0.001133428,0.010359362,0.008218319,0.006198169,0.0005341278],"about_ca_topic_score_codex":0.00012537227,"about_ca_topic_score_gemma":0.000020748757,"teacher_disagreement_score":0.043566603,"about_ca_system_score_codex":0.000024273677,"about_ca_system_score_gemma":0.000031433377,"threshold_uncertainty_score":0.6316105},"labels":[],"label_agreement":null},{"id":"W2566010696","doi":"10.1037/qup0000064","title":"An account from the inside: Examining the emotional impact of qualitative research through the lens of “insider” research.","year":2017,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario","funders":"National Institute of Mental Health; National Institutes of Health","keywords":"Insider; Qualitative research; Psychology; Empathy; Social psychology; Applied psychology; Public relations; Sociology; Political science; Social science","score_opus":0.914757044740666,"score_gpt":0.794122769629265,"score_spread":0.12063427511140101,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566010696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8330095,0.0010160052,0.0026858682,0.1176253,0.00036191384,0.001235198,0.0005167078,0.000021004294,0.04352849],"genre_scores_gemma":[0.9944272,0.00077334384,0.0033499182,0.0005019651,0.0005299672,0.00011900676,0.00001578491,0.000032629403,0.00025016972],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.7758604,0.2171255,0.0010235477,0.00080664706,0.0038396546,0.0013442461],"domain_scores_gemma":[0.8455846,0.14665756,0.0007839649,0.0021311194,0.0047025396,0.00014024662],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.2053888,0.00024881685,0.00058038306,0.000179405,0.006977515,0.00030162837,0.0038404258,0.00034036706,0.0005353833],"category_scores_gemma":[0.08296811,0.00012277706,0.0002710278,0.0009773291,0.044798627,0.00093068014,0.00046216117,0.0029254465,0.00005780774],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018851979,0.00014217239,0.0005282018,0.0000089677205,0.0001966047,0.0000015593116,0.65117675,0.0000038158814,0.001341353,0.33941847,0.0052779536,0.0017156616],"study_design_scores_gemma":[0.00027865294,0.00065053755,0.058491953,0.00006146882,0.000006979228,3.6874548e-7,0.49620762,0.000006191094,0.0000544627,0.44143784,0.002719755,0.000084174106],"about_ca_topic_score_codex":0.10303384,"about_ca_topic_score_gemma":0.010647371,"teacher_disagreement_score":0.16141771,"about_ca_system_score_codex":0.00023010216,"about_ca_system_score_gemma":0.0015020003,"threshold_uncertainty_score":0.99937487},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W2794556892","doi":"10.1037/qup0000120","title":"“Why did Van Gogh cut off his ear?”: Revisited.","year":2018,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Empathy and Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Art; Psychology; Audiology; Medicine","score_opus":0.08200683143605929,"score_gpt":0.5004015829837415,"score_spread":0.4183947515476822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794556892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75468296,0.001676625,0.0046348297,0.07192793,0.0019632976,0.0005796006,0.000026154541,0.00016461573,0.16434397],"genre_scores_gemma":[0.8643613,0.00035014475,0.0048426567,0.11687063,0.0022436702,0.00007269983,0.00015502924,0.0000480185,0.011055877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99804765,0.0005618088,0.00038299212,0.00043928134,0.00022453607,0.00034372744],"domain_scores_gemma":[0.998514,0.00033001456,0.00013100862,0.00044903718,0.00029253747,0.00028338298],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00096654263,0.00016103454,0.00035927753,0.00014520921,0.00008603276,0.000005967571,0.00011718332,0.00019428051,0.0050037643],"category_scores_gemma":[0.001416412,0.00013436342,0.000095195806,0.00032477704,0.0006504262,0.0000685945,0.000021065574,0.0003236159,0.0019484502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056700566,0.00060466747,0.00052638847,0.00007809403,0.000121939665,0.000022270819,0.320134,1.138595e-8,0.0019516043,0.005513347,0.63038814,0.040092487],"study_design_scores_gemma":[0.0021711492,0.003345076,0.013761295,0.00018809728,0.000104025734,0.00009514555,0.037040267,0.0000075455846,0.00065365626,0.012560606,0.9298304,0.00024277874],"about_ca_topic_score_codex":0.00003313667,"about_ca_topic_score_gemma":0.000011869208,"teacher_disagreement_score":0.2994422,"about_ca_system_score_codex":0.00005175311,"about_ca_system_score_gemma":0.000073415395,"threshold_uncertainty_score":0.99882865},"labels":[],"label_agreement":null},{"id":"W4401218473","doi":"10.1037/qup0000293","title":"Analyzing discourse for implicit ontologies.","year":2024,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Genome British Columbia","keywords":"Computer science; Natural language processing; Linguistics; Psychology; Philosophy","score_opus":0.10727013400393158,"score_gpt":0.5079760037788311,"score_spread":0.4007058697748995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401218473","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012513924,0.0028026612,0.9571737,0.020258939,0.0016087462,0.00020229621,0.000012364699,0.00048150352,0.0049458803],"genre_scores_gemma":[0.8647468,0.00006950731,0.13267972,0.0014284849,0.00015884035,0.00016625861,0.000007865088,0.000017196819,0.00072530186],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99835676,0.0002380058,0.0002783454,0.0006335139,0.000088391535,0.00040496633],"domain_scores_gemma":[0.9977926,0.0015642273,0.0000533933,0.0004736227,0.00006475759,0.00005139688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087770115,0.00015801351,0.00026247976,0.00019109366,0.00008833233,0.0001238275,0.00072443136,0.00009809727,0.000018121495],"category_scores_gemma":[0.00025557887,0.000124366,0.00014189888,0.00035446137,0.000193475,0.00030673225,0.00009013872,0.0001358639,0.00011780596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014404907,0.000036522488,0.00008625177,0.000041466166,0.00009364618,0.000023928518,0.01955121,0.00000216067,0.000899152,0.8657082,0.020449955,0.09309315],"study_design_scores_gemma":[0.0007301342,0.00078400824,0.0048602214,0.000077816294,0.00004377917,0.000076561235,0.010508708,0.0059351814,0.00055959716,0.92849815,0.047330517,0.0005953283],"about_ca_topic_score_codex":0.000023686473,"about_ca_topic_score_gemma":0.000027649052,"teacher_disagreement_score":0.85223293,"about_ca_system_score_codex":0.000028412209,"about_ca_system_score_gemma":0.000044732453,"threshold_uncertainty_score":0.5071498},"labels":[],"label_agreement":null},{"id":"W4417327088","doi":"10.1037/qup0000349","title":"So to speak, so to heal: The role of metaphor and coping in posttreatment cancer narratives.","year":2025,"lang":"en","type":"article","venue":"Qualitative Psychology","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Sunnybrook Research Institute","keywords":"Coping (psychology); Metaphor; Cancer; Perception","score_opus":0.04680757874392262,"score_gpt":0.46319880139298925,"score_spread":0.41639122264906664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417327088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93821144,0.009265962,0.0016651544,0.025525002,0.0006766161,0.0010459407,0.000098028024,0.000025663932,0.023486178],"genre_scores_gemma":[0.98219043,0.00007630921,0.00092741684,0.01474804,0.00005150767,0.00067160116,0.000012248174,0.000018961637,0.0013034907],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9972157,0.0013452306,0.00044848793,0.0005296216,0.00011351254,0.00034746306],"domain_scores_gemma":[0.9988644,0.00047862346,0.00011542781,0.00034543074,0.000116728836,0.00007938434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081059407,0.00020347444,0.0004363598,0.00033373243,0.000110062094,0.000020076994,0.0001866906,0.00010710694,0.0004919894],"category_scores_gemma":[0.000091264475,0.00015019852,0.00006829153,0.00064240413,0.0002640223,0.000040533618,0.000052040225,0.00017571302,0.0000855842],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00084633986,0.00036161963,0.0017131747,0.0000226782,0.00042778725,0.0000073723395,0.8880968,0.0000026407245,0.008792325,0.051832557,0.003366552,0.04453014],"study_design_scores_gemma":[0.0038673724,0.0017358462,0.16718431,0.00023219113,0.00014099079,0.0000126193545,0.62723476,0.0000029049572,0.0045179045,0.07547823,0.11907119,0.0005216721],"about_ca_topic_score_codex":0.0026035085,"about_ca_topic_score_gemma":0.0019167028,"teacher_disagreement_score":0.26086205,"about_ca_system_score_codex":0.00006150854,"about_ca_system_score_gemma":0.000055206183,"threshold_uncertainty_score":0.61249185},"labels":[],"label_agreement":null}]}