{"id":"W1663638353","doi":"10.3138/cjpe.30.1.108","title":"Robert K. Yin. (2014). <i>Case Study Research Design and Methods (5th ed.).</i>","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":406,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Philosophy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1300038,0.0001114162,0.000288692,0.0009188388,0.0009018808,0.0005513845,0.0003479343,0.00007868379,0.0004392636],"category_scores_gemma":[0.01210423,0.00009938134,0.00006347804,0.001260096,0.000714916,0.0005516117,0.00002686566,0.0005122131,0.00004489878],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076443,"about_ca_system_score_gemma":0.01127178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06006487,"about_ca_topic_score_gemma":0.1763618,"domain_scores_codex":[0.9637802,0.03294355,0.0004820823,0.0002356051,0.001997596,0.000561027],"domain_scores_gemma":[0.9879221,0.001462212,0.0002246231,0.0001947182,0.008571646,0.001624719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006260302,0.0002923244,0.01024329,0.000006716605,0.0002581963,0.0006884043,0.1762019,0.0005726541,0.00004626918,0.001247984,0.06313013,0.7472495],"study_design_scores_gemma":[0.003167323,0.005915598,0.002739306,0.00006782213,0.0004023678,0.0003603138,0.7070971,0.02120946,0.0001125372,0.03387226,0.2245779,0.0004780347],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589314,0.01689059,0.09131406,0.006767602,0.000768924,0.01203107,0.000004476901,0.00003890074,0.01325304],"genre_scores_gemma":[0.9453751,0.00003810703,0.05374508,0.00003258929,0.0002644554,0.0001603434,0.000001520072,0.00001409556,0.0003687113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7467715,"threshold_uncertainty_score":0.9962173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6829255352418476,"score_gpt":0.6779845172067633,"score_spread":0.004941018035084288,"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."}}