{"id":"W4389243399","doi":"10.29173/jchla29733","title":"MeSH on Demand (product review)","year":2023,"lang":"fr","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Economics of Agriculture and Food Markets","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Product (mathematics); On demand; Business; Computer science; Commerce; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001821716,0.001228444,0.001981838,0.008690002,0.0003336307,0.002702667,0.001330495,0.001862907,0.1160602],"category_scores_gemma":[0.007819144,0.0004992568,0.001827349,0.01110882,0.0004606397,0.001769068,0.0009720789,0.001412706,0.02589339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319811,"about_ca_system_score_gemma":0.007151103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02816706,"about_ca_topic_score_gemma":0.04506101,"domain_scores_codex":[0.9983544,0.0002512216,0.0002317507,0.0001437871,0.0008754351,0.0001434341],"domain_scores_gemma":[0.9938626,0.001665596,0.001080973,0.0001992467,0.002894612,0.0002968631],"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":[0.0002800411,0.00009393049,0.0003323028,0.0347101,0.0003094223,0.00005327747,0.00002112305,0.0001288723,0.0003944598,0.001478347,0.6085617,0.3536364],"study_design_scores_gemma":[0.00009217607,0.0001178538,0.00276177,0.01793779,0.0003056741,0.00008323873,0.00002447044,0.00003134315,0.00009945777,0.0003950924,0.9781374,0.00001380204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003492534,0.9524708,0.0001965254,0.004638248,0.005683647,0.0002222639,0.007174307,0.00004992262,0.02921483],"genre_scores_gemma":[0.002570415,0.9612398,0.0003416563,0.004269441,0.003562713,0.0001569129,0.003850814,0.00003482757,0.02397344],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9972973,"threshold_uncertainty_score":0.3882601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007463360313016472,"score_gpt":0.2182765523511386,"score_spread":0.2108131920381221,"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."}}