{"id":"W7098543025","doi":"","title":"Schema Management","year":2002,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IBM; Schema (genetic algorithms); Data management; Data integration; Conceptual schema; Context (archaeology); Information system; Management system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01287523,0.001487799,0.001590188,0.008653643,0.002463813,0.01436007,0.005717573,0.002230912,0.05106658],"category_scores_gemma":[0.02666504,0.001425494,0.002484994,0.01086855,0.001256608,0.01336115,0.009057228,0.004981537,0.03849647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002672355,"about_ca_system_score_gemma":0.006017081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005482097,"about_ca_topic_score_gemma":0.004019192,"domain_scores_codex":[0.9922009,0.001201979,0.001736743,0.00141815,0.002917414,0.0005249297],"domain_scores_gemma":[0.9792748,0.002899734,0.001227411,0.00971137,0.005685366,0.001201263],"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":[0.0004323291,0.000295883,0.004527114,0.001246599,0.0002939895,0.0006755319,0.00250984,0.002304235,0.01058283,0.1420395,0.4793452,0.3557469],"study_design_scores_gemma":[0.00004079136,0.00002820818,0.0005617879,0.000179045,0.00005646343,0.0004391547,0.0003177394,0.003984068,0.005410349,0.01861277,0.9703138,0.00005583489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006007133,0.003337296,0.6708012,0.004212068,0.001931271,0.002939812,0.06283406,0.1352675,0.1126697],"genre_scores_gemma":[0.04982079,0.005403747,0.5369546,0.005167555,0.0008663639,0.002027592,0.2730151,0.02812028,0.09862397],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05106658,"threshold_uncertainty_score":0.1708347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007710777553329668,"score_gpt":0.2336059373891438,"score_spread":0.2258951598358142,"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."}}