{"id":"W4413781084","doi":"10.1136/medhum-2025-013293","title":"Rethinking reflexivity, replicability and rigour in qualitative research","year":2025,"lang":"en","type":"article","venue":"Medical Humanities","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Rigour; Reflexivity; Qualitative research; Transparency (behavior); Sociology; Epistemology; Context (archaeology); Meaning (existential); Accountability; Quality (philosophy); Situational ethics; Social science; Political science; Law; Philosophy","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","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1297579,0.00008370103,0.0002442593,0.0003189033,0.001235824,0.0001483696,0.0003791218,0.0002599925,0.0004433567],"category_scores_gemma":[0.07865515,0.00007461345,0.00003559069,0.0006334817,0.009248364,0.0001793347,0.0002447026,0.00170499,0.000009330705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002841812,"about_ca_system_score_gemma":0.001046409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01529133,"about_ca_topic_score_gemma":0.03959145,"domain_scores_codex":[0.9729589,0.02361616,0.0003600029,0.0003858902,0.002085094,0.0005939534],"domain_scores_gemma":[0.9751343,0.0239029,0.0000379112,0.0002543087,0.0004916018,0.0001789948],"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":[0.00001613882,0.00003597537,0.0004785848,0.00007977383,0.000005462011,0.000007660267,0.3338421,1.300537e-8,0.000003529958,0.6582925,0.0005509438,0.006687381],"study_design_scores_gemma":[0.0001359436,0.00003753247,0.001214068,0.0002166749,0.000001079333,1.089066e-7,0.2156791,0.00001045524,0.00001208018,0.7386575,0.04397834,0.00005717637],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3643952,0.001213522,0.0006489783,0.09071419,0.0001839597,0.0004477012,0.000006161612,0.00008135251,0.5423089],"genre_scores_gemma":[0.98331,0.0009076417,0.001569959,0.001040876,0.0001833116,0.00008173652,0.000002117179,0.000008124968,0.01289627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6189148,"threshold_uncertainty_score":0.9934479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7139414431368739,"score_gpt":0.72287467814998,"score_spread":0.008933235013106056,"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."}}