{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001806323,0.001726106,0.000944535,0.002642355,0.001118141,0.004291538,0.002556191,0.001079653,0.03210822],"category_scores_gemma":[0.003761059,0.001057029,0.002682709,0.003295871,0.001291187,0.007531096,0.002504882,0.003279311,0.01588595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221678,"about_ca_system_score_gemma":0.001386293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681781,"about_ca_topic_score_gemma":0.001540759,"domain_scores_codex":[0.9983813,0.0003499232,0.000146321,0.0003344567,0.0007094407,0.00007860828],"domain_scores_gemma":[0.9987581,0.0003639277,0.00005456773,0.0004769586,0.000313261,0.00003324258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007919633,0.0000218671,0.00006261806,0.0001485687,0.00002373122,0.00004379307,0.0002050717,0.001847436,0.0007626333,0.864587,0.01648873,0.1158006],"study_design_scores_gemma":[0.000009372153,0.00001336908,0.00008655265,0.0001146296,0.00005588451,0.0002114741,0.00009960515,0.02087546,0.001747567,0.6879875,0.2887799,0.00001880125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004845043,0.0008476039,0.965638,0.000493708,0.0001649286,0.00006188716,0.0002995893,0.001112995,0.0308968],"genre_scores_gemma":[0.03779565,0.004466328,0.8818026,0.0004513878,0.0003642602,0.0003499307,0.002606287,0.0009300629,0.07123356],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03210822,"threshold_uncertainty_score":0.1074127,"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."}}