{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5518342,0.003871792,0.006503099,0.0114108,0.01582283,0.0127341,0.005562149,0.01177371,0.04860671],"category_scores_gemma":[0.817419,0.005383107,0.007373908,0.01276386,0.01306235,0.02088821,0.01599985,0.008431694,0.01672253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006243925,"about_ca_system_score_gemma":0.02669241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002477279,"about_ca_topic_score_gemma":0.004973628,"domain_scores_codex":[0.310849,0.5616205,0.05313848,0.02371748,0.04566249,0.005012122],"domain_scores_gemma":[0.1131613,0.5526534,0.0328241,0.2092383,0.0877099,0.004413029],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005731456,0.00225287,0.01162264,0.07443432,0.002843242,0.002965103,0.2117354,0.002085332,0.009150135,0.1464163,0.1215134,0.4092499],"study_design_scores_gemma":[0.01140359,0.002846771,0.01941283,0.06524277,0.002167387,0.001975942,0.149877,0.01232598,0.01404359,0.4398003,0.2792048,0.001699182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.04647271,0.006349234,0.3990294,0.01974531,0.02009354,0.4027034,0.008601809,0.002433605,0.09457103],"genre_scores_gemma":[0.09336346,0.0008997697,0.2073739,0.003324944,0.000591521,0.683342,0.001703718,0.0006822118,0.008718564],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4481658,"threshold_uncertainty_score":0.5526683,"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."}}