{"id":"W4235399974","doi":"10.1007/978-0-387-39940-9_1212","title":"Subject Spaces","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Subject (documents); Computer science; World Wide Web","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001118848,0.001158826,0.001885855,0.0008938547,0.00009814194,0.00007846766,0.001029529,0.0006233579,0.0008123291],"category_scores_gemma":[0.0001955518,0.001120237,0.0004229601,0.0001458888,0.0002515338,0.0004594318,0.0002769896,0.0008455868,0.01172118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002437936,"about_ca_system_score_gemma":0.0004759821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007980426,"about_ca_topic_score_gemma":0.0002254527,"domain_scores_codex":[0.9946392,0.0001434997,0.001614576,0.00120382,0.001696605,0.0007023049],"domain_scores_gemma":[0.9944142,0.0002243599,0.001843572,0.002803412,0.0003416574,0.0003727883],"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":[0.0001997812,0.0001729029,0.0002049126,0.00237441,0.0007264051,0.0007906139,0.0002925957,0.00004231347,0.0006498126,0.2554308,0.7351006,0.004014791],"study_design_scores_gemma":[0.0005273082,0.0001490713,0.00002907847,0.002617682,0.0003622246,0.00009450006,0.00007131464,0.00002026913,0.00003406071,0.0002559893,0.9947423,0.001096168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009733863,0.01346756,0.00003275797,0.00001892751,0.001701774,0.001517634,0.02090001,0.0004079355,0.9618561],"genre_scores_gemma":[0.001976524,0.004430861,0.0004540719,0.0000193616,0.002584804,0.00004409974,0.006913203,0.0005697558,0.9830073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2596417,"threshold_uncertainty_score":0.9991248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984350897827685,"score_gpt":0.2485006647891934,"score_spread":0.2286571558109165,"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."}}