{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1148244,0.0005957683,0.001332648,0.01149462,0.00581,0.009056064,0.002432521,0.001546027,0.005728481],"category_scores_gemma":[0.1958925,0.0008691268,0.000677181,0.009247698,0.03381967,0.01120915,0.01061434,0.001554602,0.000275302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01074861,"about_ca_system_score_gemma":0.007663891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530328,"about_ca_topic_score_gemma":0.003147863,"domain_scores_codex":[0.7845682,0.1918999,0.004768131,0.005281037,0.01187471,0.001607984],"domain_scores_gemma":[0.7190768,0.2348672,0.01056664,0.02275725,0.01124275,0.001489294],"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":[0.00003669963,0.00002336778,0.002000409,0.0009426319,0.00005678742,0.0001337041,0.03530226,0.001093942,0.0002310176,0.9302233,0.001081425,0.02887434],"study_design_scores_gemma":[0.00004540604,0.00006827887,0.002629112,0.001373129,0.00004267273,0.0002096903,0.02907621,0.002515475,0.000351967,0.9205575,0.04308369,0.00004691096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1011125,0.009698321,0.6259445,0.02388945,0.0004186828,0.005352582,0.0007126751,0.0002149954,0.2326563],"genre_scores_gemma":[0.7964385,0.001527232,0.1904281,0.001405525,0.00009889437,0.007159327,0.0001884074,0.00005322999,0.002700853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1148244,"threshold_uncertainty_score":0.6072568,"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."}}