{"id":"W2477249044","doi":"10.1007/b12013","title":"Advanced Conceptual Modeling Techniques","year":2003,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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"],"consensus_categories":[],"category_scores_codex":[0.0008547469,0.0006372656,0.000716491,0.0006408775,0.0003271813,0.0002530655,0.002602121,0.0003271664,0.000009071847],"category_scores_gemma":[0.0001576446,0.0005799482,0.0001308765,0.001078117,0.0008525847,0.001647941,0.001242263,0.0008944162,0.00002768377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005537103,"about_ca_system_score_gemma":0.001754954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000123458,"about_ca_topic_score_gemma":0.00002827753,"domain_scores_codex":[0.9954223,0.00008252834,0.0006838073,0.001897881,0.001001323,0.0009121646],"domain_scores_gemma":[0.9969535,0.0002564133,0.0002990252,0.001968405,0.0003230098,0.0001995745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006876489,0.00004456013,0.00000726474,0.00008670497,0.00001166518,0.0001459509,0.001178329,0.1339533,0.0005593595,0.1173762,0.000230202,0.7463996],"study_design_scores_gemma":[0.0003866251,0.0002768842,0.000001146406,0.001147316,0.000007124365,0.0001784816,0.000001650807,0.8164932,0.01006246,0.1101108,0.05961504,0.001719198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00002063034,0.001114525,0.991886,0.0001386418,0.001750246,0.0005347027,0.00001442107,0.0004319718,0.004108922],"genre_scores_gemma":[0.002457604,0.00007204208,0.9947188,0.001208524,0.0003805794,0.00004260951,0.00001492847,0.00004170795,0.001063207],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7446804,"threshold_uncertainty_score":0.9996652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698056878085206,"score_gpt":0.2590806064974058,"score_spread":0.2421000377165538,"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."}}