{"id":"W2896779575","doi":"10.3828/indexer.2013.50","title":"In defense of multiple indexes: or the index as learning tool","year":2013,"lang":"en","type":"article","venue":"The Indexer","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health","funders":"","keywords":"Index (typography); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02232721,0.001510524,0.001905811,0.008358762,0.007993026,0.03177844,0.004451155,0.01109203,0.01563193],"category_scores_gemma":[0.08422289,0.0007784409,0.001400412,0.01179812,0.03604169,0.09446989,0.01769404,0.01342814,0.01358533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00555321,"about_ca_system_score_gemma":0.006884912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002551427,"about_ca_topic_score_gemma":0.002032025,"domain_scores_codex":[0.9734768,0.01251242,0.002021245,0.002923182,0.008021262,0.001045146],"domain_scores_gemma":[0.9387841,0.03505684,0.003504231,0.0134899,0.007292761,0.001872168],"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":[0.00002307534,0.000008933497,0.0001207454,0.00009966925,0.000009189508,0.00004772943,0.001035585,0.0001084883,0.0000902493,0.942592,0.0330033,0.02286094],"study_design_scores_gemma":[0.00001416783,0.00002426489,0.00009965717,0.000327537,0.00001193285,0.0003019062,0.0007178575,0.0006775266,0.0004302348,0.5784258,0.4189331,0.00003609774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00480694,0.03923109,0.320618,0.2517355,0.01845385,0.00020222,0.0005874494,0.002045273,0.3623196],"genre_scores_gemma":[0.2675614,0.04627077,0.2323435,0.1069936,0.05587501,0.001427372,0.001106884,0.004882623,0.2835388],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9682215,"threshold_uncertainty_score":0.118079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0352931032563243,"score_gpt":0.2405037520817015,"score_spread":0.2052106488253772,"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."}}