{"id":"W7092284626","doi":"10.5281/zenodo.17381999","title":"Replication is possible and can be relevant and useful in qualitative research","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Replication (statistics); Qualitative research; Qualitative analysis; Key (lock); Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.05090002,0.0002593057,0.0004075173,0.001229863,0.007986464,0.002301678,0.001208545,0.0003251489,0.002741584],"category_scores_gemma":[0.02833993,0.0002829951,0.00005768529,0.00404997,0.004704273,0.000545556,0.002568146,0.001789641,0.0002802231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006928552,"about_ca_system_score_gemma":0.0001189227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002027298,"about_ca_topic_score_gemma":0.00008982469,"domain_scores_codex":[0.9731241,0.02216563,0.0007018411,0.001435687,0.001451288,0.00112147],"domain_scores_gemma":[0.9933257,0.002279465,0.0001840457,0.000928132,0.00279106,0.0004916115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002647038,0.0002583731,0.00006153648,0.0005611075,0.00008714536,0.00001257616,0.4862515,0.000001511323,0.001994711,0.2688845,0.05960463,0.1820177],"study_design_scores_gemma":[0.000819337,0.0005308047,0.001787321,0.0003700452,0.00001572424,0.000006440487,0.1772685,0.0003191569,0.000390739,0.0555659,0.762641,0.0002851054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3536051,0.004593851,0.002437896,0.280708,0.0002488834,0.004233662,0.001236569,0.0004551363,0.3524809],"genre_scores_gemma":[0.9632837,0.0163037,0.001851231,0.001143797,0.0001764347,9.99091e-7,0.0003410502,0.0009906502,0.01590841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7030363,"threshold_uncertainty_score":0.9999622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2857453140409585,"score_gpt":0.5173966069628131,"score_spread":0.2316512929218546,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}