{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.004839947,0.0001078052,0.0001209352,0.0011298,0.006011754,0.002951007,0.0009234102,0.00007964717,0.0001434312],"category_scores_gemma":[0.0006199286,0.00008661096,0.00004669449,0.00161884,0.0005588868,0.03494495,0.00007672401,0.0001955587,0.0001650887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268636,"about_ca_system_score_gemma":0.004100757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376191,"about_ca_topic_score_gemma":0.0004936202,"domain_scores_codex":[0.997098,0.00004984696,0.0004411871,0.0001349297,0.001487504,0.0007885369],"domain_scores_gemma":[0.9975955,0.00008179582,0.0002065469,0.0001217408,0.0008462814,0.001148138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000212054,0.00001632066,0.2492951,0.00004260972,0.00002210565,0.000008103208,0.4031255,0.00003684155,0.00001478353,0.2324263,0.04987168,0.06511942],"study_design_scores_gemma":[0.0003343432,0.00004869328,0.2991293,0.00006822091,0.000003474442,0.000006221155,0.04527863,0.00007161958,0.000009393497,0.002383214,0.6524739,0.0001930052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598827,0.00005136658,0.0001847661,0.00840916,0.003513174,0.000834575,0.0001046292,0.00007606594,0.02694358],"genre_scores_gemma":[0.9927158,0.00006265281,0.0001318708,0.003996221,0.0001454275,0.00003803221,0.00002246035,0.000003983695,0.002883516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6026022,"threshold_uncertainty_score":0.998084,"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."}}