{"id":"W3046890982","doi":"10.29173/jchla29482","title":"LibWizard (Product Review)","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority","funders":"","keywords":"Suite; Simple (philosophy); Computer science; Product (mathematics); Interface (matter); Software engineering; Human–computer interaction; Mathematics; Operating system; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.002716571,0.001121506,0.001838593,0.004977863,0.0006533745,0.003639098,0.002759419,0.002231536,0.1535478],"category_scores_gemma":[0.006876879,0.0005496549,0.001488522,0.004213141,0.0005232148,0.002161197,0.001340882,0.002446191,0.09660987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434535,"about_ca_system_score_gemma":0.006733639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006516689,"about_ca_topic_score_gemma":0.01550683,"domain_scores_codex":[0.9978879,0.0002375052,0.0002008958,0.0001769894,0.00135386,0.0001428144],"domain_scores_gemma":[0.9943106,0.0006933436,0.0005818518,0.0001966153,0.003741006,0.0004766281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001497832,0.00004699018,0.0000685507,0.009499632,0.00005632216,0.00004664122,0.00002440112,0.00004218464,0.0008326873,0.0009275656,0.5902744,0.3980309],"study_design_scores_gemma":[0.0001023963,0.00007328396,0.0003790465,0.001522979,0.00006312016,0.0001132076,0.00001055486,0.00002248079,0.000297217,0.0002070353,0.9971954,0.00001323046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001546978,0.7315356,0.004617703,0.01712811,0.009213188,0.001977459,0.01569799,0.00429226,0.2139907],"genre_scores_gemma":[0.006879923,0.5892584,0.007514118,0.01564228,0.003468168,0.00173095,0.01853286,0.001011352,0.3559618],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1535478,"threshold_uncertainty_score":0.5136685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008160157571181006,"score_gpt":0.23513634009409,"score_spread":0.226976182522909,"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."}}