{"id":"W4410901902","doi":"10.1080/00130095.2025.2504403","title":"Qualitative Comparative Analysis: Learning from Cases","year":2025,"lang":"en","type":"article","venue":"Economic Geography","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Qualitative comparative analysis; Qualitative analysis; Qualitative research; Computer science; Sociology; Social science; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.1446699,0.001846254,0.002312402,0.008146487,0.00820908,0.01151749,0.008293174,0.004628472,0.01411027],"category_scores_gemma":[0.3117712,0.001901959,0.001589385,0.005785247,0.0244134,0.02414774,0.01404542,0.007037846,0.002471599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01152092,"about_ca_system_score_gemma":0.01008991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005495424,"about_ca_topic_score_gemma":0.01133781,"domain_scores_codex":[0.8447556,0.1361299,0.004235178,0.005491425,0.008122427,0.001265499],"domain_scores_gemma":[0.6022716,0.3436472,0.006131635,0.0297558,0.01624041,0.001953416],"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":[0.0001316045,0.000200955,0.002824038,0.003606277,0.0001544507,0.001456669,0.1412679,0.002434221,0.0005534592,0.6574748,0.02951222,0.1603835],"study_design_scores_gemma":[0.0000741046,0.00003642715,0.0004657087,0.003329692,0.000042551,0.000275622,0.03190535,0.003276039,0.0005137843,0.8803868,0.07964119,0.00005272643],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02309138,0.007664527,0.8300137,0.05454662,0.00181421,0.002988448,0.001249023,0.0006281996,0.07800387],"genre_scores_gemma":[0.2127251,0.005342256,0.7667748,0.004433012,0.0004112367,0.005545822,0.0009530406,0.0003252654,0.003489532],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1446699,"threshold_uncertainty_score":0.7650965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454809614830255,"score_gpt":0.5057420072131941,"score_spread":0.3602610457301685,"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."}}