{"id":"W4241821839","doi":"10.32920/14636559.v1","title":"Preference for Reference: New Options and Choices for Academic Library Users","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reference desk; Digital reference; Service (business); Preference; Computer science; World Wide Web; Novelty; Work (physics); Psychology; Business; Marketing; Engineering; 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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0003494367,0.0001765286,0.0002336365,0.000142841,0.0005542114,0.001235604,0.0007317779,0.0004565773,0.0008424254],"category_scores_gemma":[0.0002546482,0.0001574882,0.0001025626,0.00023872,0.0001770611,0.01449557,0.0003876081,0.0003574219,0.000008152314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209743,"about_ca_system_score_gemma":0.002036141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000327381,"about_ca_topic_score_gemma":0.00003976922,"domain_scores_codex":[0.998489,0.00005628622,0.0004035141,0.000424513,0.0002639115,0.0003627426],"domain_scores_gemma":[0.9987397,0.0003958287,0.0002248283,0.0002345824,0.00009919011,0.000305867],"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":[0.00003674452,0.00002359045,0.003149133,0.0003639594,0.00004179887,2.00703e-7,0.02818266,0.00007809836,0.00002323639,0.8053681,0.1309728,0.03175965],"study_design_scores_gemma":[0.0002416323,0.00003534068,0.002160865,0.0001508802,0.00001971214,3.360044e-7,0.005890919,0.0006928596,0.0001137572,0.0376941,0.9526967,0.000302924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2803589,0.008264013,0.0430945,0.1437756,0.007258453,0.0148935,0.00186818,0.002234224,0.4982527],"genre_scores_gemma":[0.1073804,0.02601887,0.2717388,0.02538781,0.004200363,0.00163919,0.004034058,0.0000789898,0.5595215],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8217238,"threshold_uncertainty_score":0.9998012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1320682338410714,"score_gpt":0.3658104269637462,"score_spread":0.2337421931226748,"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."}}