{"id":"W4255730739","doi":"10.1007/978-1-4419-1047-9_9","title":"Mixed Method","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Engineering and Materials Science Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Condor Petroleum (Canada); Riverview Hospital","funders":"","keywords":"Flexibility (engineering); Computer science; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.00008903411,0.0002146457,0.0002537394,0.00007260783,0.00002246747,0.00002130677,0.0001089291,0.0001265229,0.0003483603],"category_scores_gemma":[0.000004147957,0.0001882948,0.00006179278,0.00001088936,0.00001372975,0.00002789936,0.00001881967,0.0001081936,0.0002703339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002665928,"about_ca_system_score_gemma":0.000004381385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001118934,"about_ca_topic_score_gemma":0.000002756665,"domain_scores_codex":[0.9994588,0.000001430624,0.0001389889,0.0001355705,0.0001047373,0.0001604061],"domain_scores_gemma":[0.9997441,0.00001785798,0.0000113765,0.0001672841,0.00001566328,0.00004369599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001986671,0.000003807343,9.650592e-8,0.0002534611,0.0001991173,0.00003204613,0.0001028863,0.03339467,0.007639693,0.6370223,0.1322149,0.189135],"study_design_scores_gemma":[0.0000606672,0.00001752452,0.000008250548,0.00006978408,0.00003048134,0.000008631673,0.000003251217,0.001591292,0.002963843,0.01255513,0.9822354,0.0004557073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002579535,0.0006573225,0.02232621,0.00002384122,0.001052594,0.00005006557,0.000007210992,0.0009053195,0.9749749],"genre_scores_gemma":[0.0002765425,0.0006175418,0.0433944,0.00003387877,0.0002360305,0.000003363053,0.000006016206,0.0000523763,0.9553798],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8500205,"threshold_uncertainty_score":0.767844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022320559624726,"score_gpt":0.2204534642163813,"score_spread":0.2002302586201341,"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."}}