{"id":"W2147669555","doi":"10.18438/b8rc9s","title":"Are Best Practices Really Best? A Review of the Best Practices Literature in Library and Information Studies","year":2013,"lang":"en","type":"review","venue":"Evidence Based Library and Information Practice","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"University of Salford Manchester","keywords":"Best practice; Term (time); Subject (documents); Variety (cybernetics); Systematic review; Computer science; Order (exchange); Best evidence; Data science; Psychology; Library science; MEDLINE; Political science; Medical education; Medicine; Law; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001751011,0.0005767988,0.001162679,0.0007987035,0.0003314738,0.003056926,0.001456559,0.0003875455,0.00004928122],"category_scores_gemma":[0.01720187,0.0003698414,0.0002003105,0.003060902,0.0001912781,0.7188691,0.001206631,0.001385917,0.0001420599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002924045,"about_ca_system_score_gemma":0.001172574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001248153,"about_ca_topic_score_gemma":1.034135e-7,"domain_scores_codex":[0.9944133,0.001498986,0.002395526,0.0003369694,0.0009884757,0.000366699],"domain_scores_gemma":[0.9763393,0.005510615,0.01647085,0.0009999415,0.0004844498,0.0001948884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006134227,0.0001139987,0.00007044185,0.1784624,0.00008140142,0.00001024152,0.0008637246,0.000002550263,1.293613e-7,0.03550883,0.002965261,0.7818596],"study_design_scores_gemma":[0.0001734142,0.0001726182,0.00005553937,0.181713,0.0002832766,0.0001563203,0.0008670211,0.0002304804,0.000007038073,0.00001958071,0.8159826,0.0003391318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001146794,0.9549729,0.00008093815,0.03835827,0.0003119351,0.002514884,0.00007571823,0.00008188676,0.003591946],"genre_scores_gemma":[0.00000392797,0.9674254,0.005508067,0.02615724,0.00006888878,0.0003047767,0.0001427041,0.0000144756,0.0003745407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8130174,"threshold_uncertainty_score":0.9998754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0968488101421109,"score_gpt":0.3755019591133796,"score_spread":0.2786531489712687,"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."}}