{"id":"W4387566528","doi":"10.1017/9781316718636.015","title":"Design Choices","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Financial Crisis of the 21st Century","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002977194,0.0004076169,0.0007214331,0.0004582739,0.0001919528,0.00007175335,0.000925588,0.0005166123,0.00002162816],"category_scores_gemma":[0.00003569627,0.0006016642,0.0003340701,0.00001682125,0.0001560213,0.0001369326,0.0004826224,0.0004786344,0.001697111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002937789,"about_ca_system_score_gemma":0.00004535584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002931401,"about_ca_topic_score_gemma":0.000002226782,"domain_scores_codex":[0.9983499,0.00001453677,0.0003931118,0.0007622844,0.00007851814,0.0004016293],"domain_scores_gemma":[0.9983458,0.0000965106,0.0005810079,0.0007667275,0.00006061653,0.0001493376],"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":[0.00004528079,0.000006353593,0.000004137425,0.00005417164,0.000129697,0.0001219313,0.00002248336,0.00001436601,0.000001981424,0.903388,0.09597442,0.000237131],"study_design_scores_gemma":[0.0003962664,0.0000452926,0.00005817934,0.00008237539,0.00005252295,0.000002940084,0.000005758688,0.00009490552,0.0000420046,0.001188747,0.9974008,0.0006301893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002015153,0.0006583381,0.00172309,0.00003621596,0.001128542,0.0004360793,0.0007915528,0.0002984018,0.9949076],"genre_scores_gemma":[0.0002343372,0.0006105875,0.000324612,0.0000819294,0.000233678,0.000001318544,0.00004634971,0.0001258555,0.9983413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9021993,"threshold_uncertainty_score":0.9996434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093912476557316,"score_gpt":0.1915610763138187,"score_spread":0.1306219515482455,"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."}}