{"id":"W4206588065","doi":"10.1002/9780470771686.fmatter","title":"Frontmatter","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003683369,0.001030833,0.001096208,0.002327822,0.001385396,0.005647202,0.001252015,0.001419923,0.9387298],"category_scores_gemma":[0.002056257,0.0005898572,0.0006570554,0.001624828,0.0003156532,0.003531563,0.002492345,0.001622942,0.9418396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008605989,"about_ca_system_score_gemma":0.0009573153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202274,"about_ca_topic_score_gemma":0.003254121,"domain_scores_codex":[0.9996287,0.00002231626,0.00001762996,0.00007890431,0.0002031053,0.00004945566],"domain_scores_gemma":[0.9988673,0.0001745354,0.00004556187,0.0001846148,0.0004571627,0.0002708235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002741253,0.00002412806,0.00005889079,0.00006477228,0.000001690589,0.00002175033,0.00001441111,0.00002906037,0.0003127911,0.001590158,0.9154318,0.08242308],"study_design_scores_gemma":[0.000007586646,0.00001517816,0.0002427932,0.00004744544,0.000001922939,0.00003137281,0.00002382551,0.00007842645,0.0002499848,0.001015426,0.9982809,0.000005172405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003558595,0.0003513167,0.001306892,0.0007196378,0.00310296,0.0001393975,0.003687929,0.003334707,0.9870014],"genre_scores_gemma":[0.0003641054,0.0001025279,0.0001955429,0.0001719026,0.0001809161,0.00001978184,0.0008158681,0.0005655917,0.9975837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06127018,"threshold_uncertainty_score":0.08739448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04169305000654551,"score_gpt":0.181588071613566,"score_spread":0.1398950216070205,"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."}}