{"id":"W1864587562","doi":"10.3968/7341","title":"Analysis of Journal Papers about Studies of Ancient Chinese Villages","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Korean Urban and Social Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Settlement (finance); Geography; Space (punctuation); History of China; Distribution (mathematics); History; Archaeology; Ancient history; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001055979,0.00009382261,0.0003190029,0.000201716,0.0005646377,0.00002295132,0.0004095181,0.00003315131,0.0001875007],"category_scores_gemma":[0.000687622,0.00007460219,0.0001282183,0.003161179,0.003125365,0.0001482547,0.000106703,0.00006676043,0.00000789587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009590082,"about_ca_system_score_gemma":0.000300103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01313405,"about_ca_topic_score_gemma":0.07220905,"domain_scores_codex":[0.9984866,0.00003962321,0.0002321044,0.0001818939,0.0006839958,0.0003758102],"domain_scores_gemma":[0.9990283,0.00002896147,0.0001643972,0.00009738508,0.0001241861,0.0005568283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003599696,0.0000165099,0.9605215,0.000002852728,0.0001687168,0.000006609981,0.02835871,0.00007803905,0.001735366,0.0006574935,0.004109004,0.004341611],"study_design_scores_gemma":[0.0001241273,0.0000401234,0.9708395,0.000004480146,0.0001203481,7.904537e-7,0.01972207,0.00003066255,0.0000605796,0.0001810095,0.008745198,0.0001311152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8321218,0.0005541915,0.000001761867,0.0001758185,0.0001977285,0.0000486811,0.00001768419,0.000004158219,0.1668781],"genre_scores_gemma":[0.999365,0.00006109713,0.00004648279,0.0002984852,0.00005021284,0.000001363048,4.775539e-7,0.000003169891,0.0001736835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1672432,"threshold_uncertainty_score":0.9995875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391435180257709,"score_gpt":0.2811936420863072,"score_spread":0.2572792902837301,"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."}}