{"id":"W4416587129","doi":"10.4324/9781003616412","title":"Navigating Qualitative Research","year":2025,"lang":"en","type":"book","venue":"","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Canada West","funders":"","keywords":"Qualitative research; Grounded theory; Narrative; Bridge (graph theory); Qualitative analysis; Qualitative property","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.03565987,0.0001412464,0.0002919178,0.0001200823,0.002005478,0.0001817288,0.0006713804,0.0003428236,0.001701234],"category_scores_gemma":[0.00761889,0.0001329898,0.000129982,0.0006872881,0.002262191,0.00008918721,0.00020474,0.002181268,0.0005519474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860632,"about_ca_system_score_gemma":0.004807773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003250012,"about_ca_topic_score_gemma":0.001194977,"domain_scores_codex":[0.9866884,0.01016056,0.0003322496,0.0004665185,0.001698853,0.0006533895],"domain_scores_gemma":[0.9757336,0.02213272,0.00009104249,0.0003335009,0.001501046,0.0002081177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000123616,0.0000103929,1.562008e-7,0.00003017426,0.00001800551,7.044405e-7,0.07624314,2.173888e-8,0.000002403176,0.658602,0.2156234,0.04946841],"study_design_scores_gemma":[0.00002459302,0.00001015019,2.530608e-7,0.0001922717,0.000002474982,1.190695e-8,0.06701143,0.000001062236,0.000004780399,0.4154835,0.517194,0.00007547165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003750742,0.0004948939,0.003889332,0.01305751,0.0000637304,0.0007940761,0.00005975226,0.00009183718,0.9815451],"genre_scores_gemma":[0.00002643219,0.000521289,0.02053704,0.000126262,0.0004396617,0.0002356485,0.00004620981,0.00001681584,0.9780506],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3015707,"threshold_uncertainty_score":0.9992938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.602859165673087,"score_gpt":0.7609944096412188,"score_spread":0.1581352439681318,"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."}}