{"id":"W4386568621","doi":"10.29173/pathfinder80","title":"Chat Reference","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Service provider; Computer science; Service (business); Best practice; Quality (philosophy); Knowledge management; World Wide Web; Business; Nursing; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007475775,0.0006066632,0.0009426955,0.003996641,0.002210381,0.004456477,0.00275426,0.001834275,0.08504576],"category_scores_gemma":[0.04117776,0.000345791,0.0009223322,0.004275646,0.001255775,0.007087745,0.004642326,0.001531152,0.03169892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001688266,"about_ca_system_score_gemma":0.004160414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004042318,"about_ca_topic_score_gemma":0.008331683,"domain_scores_codex":[0.992838,0.003521384,0.0007727972,0.0006684711,0.001859496,0.0003399374],"domain_scores_gemma":[0.9618881,0.02139088,0.002363865,0.003410594,0.00863587,0.00231068],"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":[0.000356882,0.0001211285,0.001710627,0.0146837,0.00007487876,0.0006636007,0.009455841,0.0002403412,0.002478793,0.01220077,0.1293533,0.8286602],"study_design_scores_gemma":[0.00003644717,0.0002036758,0.003848793,0.00573867,0.00007865998,0.001127967,0.004307149,0.000300097,0.001766336,0.00334985,0.9791748,0.00006764476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03906493,0.172639,0.1272075,0.0144129,0.01115915,0.003157067,0.007067857,0.01614974,0.6091419],"genre_scores_gemma":[0.2435268,0.1476885,0.1807806,0.01848213,0.005141056,0.005055533,0.01350895,0.004143837,0.3816725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9955435,"threshold_uncertainty_score":0.2845064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0774013719349046,"score_gpt":0.3865416224421798,"score_spread":0.3091402505072752,"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."}}