{"id":"W2107582726","doi":"10.1177/1525822x03257689","title":"Complexity, Generality, and Qualitative Comparative Analysis","year":2003,"lang":"en","type":"article","venue":"Field Methods","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Qualitative comparative analysis; Generality; Complement (music); Variable (mathematics); Collective action; Computer science; Perspective (graphical); Action (physics); Epistemology; Sociology; Competition (biology); Data science; Management science; Mathematics; Artificial intelligence; Political science; Law; Ecology; Economics; Machine learning; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01025245,0.0001552001,0.0006201066,0.0003493089,0.0006400623,0.0001310986,0.0002306353,0.0001005243,0.003912157],"category_scores_gemma":[0.003041034,0.0001445274,0.0002112577,0.002061861,0.0008646094,0.0001873858,0.00007445483,0.0002726051,0.00004225735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006923028,"about_ca_system_score_gemma":0.0001256418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292839,"about_ca_topic_score_gemma":0.005068889,"domain_scores_codex":[0.9748076,0.02359432,0.0003306381,0.0004027587,0.0004753458,0.0003893632],"domain_scores_gemma":[0.9917129,0.007243554,0.0001250726,0.000258583,0.0004207639,0.0002391477],"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":[0.00001361294,0.00005000203,0.002193238,0.000005524127,0.0007733431,0.000001087831,0.1975395,0.000009154413,0.0003969917,0.7958228,0.002289828,0.0009049502],"study_design_scores_gemma":[0.0005478148,0.0001951283,0.007177543,0.000009736219,0.0006326587,5.919121e-7,0.2763591,0.0009558329,0.01074197,0.4471955,0.2555563,0.0006277545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04889761,0.0006521155,0.5811718,0.002389877,0.00007671393,0.0002695819,0.0000097348,0.00004374501,0.3664889],"genre_scores_gemma":[0.6785247,0.00007450024,0.3144449,0.000485382,0.00004958194,0.00003143654,0.000007531877,0.00000462155,0.006377274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6296271,"threshold_uncertainty_score":0.9969984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6336475349643264,"score_gpt":0.6963065615066534,"score_spread":0.06265902654232702,"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."}}