{"id":"W1652177449","doi":"10.19030/jbcs.v4i12.4821","title":"Case Studies And How They Are Used","year":2008,"lang":"en","type":"article","venue":"Journal of Business Case Studies (JBCS)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Business; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001104139,0.0002397406,0.000710814,0.0002155656,0.001780606,0.00007010191,0.000125551,0.00007541382,0.00001178992],"category_scores_gemma":[0.003064145,0.0001767208,0.000118658,0.0004845704,0.001284656,0.000502059,0.0000982147,0.0002864446,0.000004027017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001905259,"about_ca_system_score_gemma":0.0002012406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002024162,"about_ca_topic_score_gemma":0.003944681,"domain_scores_codex":[0.9982293,0.0003634825,0.0003722287,0.0002069673,0.0004692975,0.0003587205],"domain_scores_gemma":[0.9962757,0.0007163879,0.0006331035,0.0001452475,0.002075367,0.0001541757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003742821,0.00013279,0.02466617,0.0001709326,0.001029349,0.07734554,0.8749985,0.000008623525,0.000009360539,0.0001944908,0.01969587,0.001711006],"study_design_scores_gemma":[0.0006332113,0.00004705806,0.006177256,0.0001290408,0.0001773719,0.05196078,0.9318365,4.656468e-7,0.000006308813,0.0001738085,0.008640879,0.0002173056],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8895789,0.03154916,0.00001443335,0.07712254,0.001448768,0.0001413608,0.000003891389,0.00003167727,0.0001092948],"genre_scores_gemma":[0.9817399,0.01549735,0.000260711,0.0003197669,0.001358707,0.000008948126,1.392998e-7,0.00001647363,0.0007980444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09216098,"threshold_uncertainty_score":0.9995189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3252915478996135,"score_gpt":0.4188480693495447,"score_spread":0.09355652144993121,"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."}}