{"id":"W1593078887","doi":"10.5860/rusq.48n1.44","title":"Preference for Reference","year":2008,"lang":"en","type":"article","venue":"Reference & User Services Quarterly","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reference desk; Digital reference; Computer science; Service (business); Preference; Reference model; Novelty; World Wide Web; Psychology; Business; Marketing; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004493129,0.0002397135,0.0002681242,0.0001589478,0.001329569,0.0003135704,0.001301054,0.0002007912,0.0006818828],"category_scores_gemma":[0.00002226312,0.0002134222,0.00008382369,0.0005613887,0.000270099,0.01288289,0.00003565914,0.0002014142,0.0007957899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005405999,"about_ca_system_score_gemma":0.0004536816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440986,"about_ca_topic_score_gemma":0.0005866405,"domain_scores_codex":[0.9974809,0.0001311017,0.0005197398,0.0004541909,0.0006803051,0.0007337167],"domain_scores_gemma":[0.9983299,0.000179879,0.0002581167,0.0005023631,0.0003963623,0.0003333599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001933311,0.0002577632,0.02658032,0.0003102552,0.00004640475,0.000009260065,0.2751428,0.00001057782,0.0003451269,0.6287047,0.007884275,0.06051511],"study_design_scores_gemma":[0.0004598539,0.000441972,0.02543036,0.00007260695,0.000009934374,0.000004800064,0.0112552,0.0001891156,0.0001130815,0.00460542,0.9569765,0.000441132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8796141,0.0001373165,0.0008178902,0.00191816,0.0005161526,0.0008980273,0.00009181577,0.0004780875,0.1155285],"genre_scores_gemma":[0.9855245,0.0002192435,0.00213355,0.003024197,0.0002620586,0.0001311333,0.0001294026,0.00001550645,0.008560423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9490923,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07059983975572809,"score_gpt":0.302813106758713,"score_spread":0.2322132670029849,"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."}}