{"id":"W2071521595","doi":"10.1108/rsr-12-2012-0082","title":"Hearing stories, not keywords: teaching contextual readers' advisory","year":2013,"lang":"en","type":"article","venue":"Reference Services Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Appeal; Reading (process); Context (archaeology); Narrative; Originality; Cornerstone; Interview; Grounded theory; Sociology; Computer science; Qualitative research; Political science; Linguistics; Social science; Visual arts","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":[0.006251933,0.00029103,0.0002927336,0.001227303,0.001434003,0.003962792,0.0009489164,0.001395784,0.01976406],"category_scores_gemma":[0.0319468,0.0001651842,0.0003469861,0.001314854,0.00354824,0.00514676,0.002910254,0.00201688,0.003038611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458695,"about_ca_system_score_gemma":0.003903062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001260292,"about_ca_topic_score_gemma":0.002815767,"domain_scores_codex":[0.9929889,0.005118554,0.0002943843,0.0003293321,0.001023188,0.0002456855],"domain_scores_gemma":[0.9740058,0.02107064,0.00150732,0.001122923,0.001462569,0.0008308463],"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":[0.0001316401,0.0001272323,0.001725519,0.01012105,0.00004292001,0.000755584,0.05797722,0.0001641969,0.001181158,0.1018565,0.07736205,0.7485549],"study_design_scores_gemma":[0.00003137794,0.0001429987,0.002111082,0.008473961,0.00005427494,0.0008440557,0.02607029,0.00009079222,0.001032022,0.02429604,0.9368342,0.00001895349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04590299,0.1392713,0.0357882,0.04342578,0.006978349,0.0007716648,0.0002471904,0.000760433,0.726854],"genre_scores_gemma":[0.760861,0.1253887,0.02003162,0.01357583,0.003246555,0.0007784939,0.0002480875,0.0002251705,0.07564437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01976406,"threshold_uncertainty_score":0.06611741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05926129873465705,"score_gpt":0.3323333870352221,"score_spread":0.2730720883005651,"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."}}