{"id":"W1583855671","doi":"10.1108/lr-03-2015-0032","title":"Readers’ advisory: can we take it to the next level?","year":2015,"lang":"en","type":"article","venue":"Library Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Outreach; Reading (process); Originality; Public relations; Embeddedness; Sociology; Computer science; Value (mathematics); Work (physics); Library science; World Wide Web; Political science; Social 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":[0.02099107,0.0003656613,0.001242293,0.002740336,0.004677221,0.01212995,0.002495917,0.008017873,0.01447983],"category_scores_gemma":[0.1019019,0.0004064059,0.0007870537,0.002711513,0.007018662,0.02095294,0.003965486,0.008394675,0.005281737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004553885,"about_ca_system_score_gemma":0.01636664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009951192,"about_ca_topic_score_gemma":0.01461704,"domain_scores_codex":[0.980677,0.01232702,0.001184219,0.001168027,0.00341737,0.001226365],"domain_scores_gemma":[0.9288405,0.04071095,0.004430068,0.002726496,0.01830796,0.004984124],"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":[0.0001078244,0.00007316247,0.001932575,0.008134562,0.00007811267,0.0003879773,0.01763028,0.0001126787,0.0002319547,0.08112358,0.3621894,0.5279979],"study_design_scores_gemma":[0.00001984296,0.00007509008,0.001064163,0.007433802,0.00007434248,0.0004377204,0.01472758,0.00004146235,0.0002315983,0.01934439,0.9565103,0.00003967519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003190543,0.2936565,0.002260739,0.639209,0.01970056,0.00006671558,0.00005722263,0.0001285561,0.04173012],"genre_scores_gemma":[0.1819803,0.4332092,0.006155271,0.2920803,0.03302,0.0002958421,0.00018788,0.0002115924,0.05285963],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02099107,"threshold_uncertainty_score":0.1110127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2458865691042723,"score_gpt":0.3433493954687794,"score_spread":0.09746282636450701,"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."}}