{"id":"W4365398293","doi":"10.7202/1098121ar","title":"Emprunteurs de livres à BAnQ : portraits et tendances","year":2023,"lang":"fr","type":"article","venue":"Documentation et bibliothèques","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bibliothèque et Archives nationales du Québec; Université du Québec à Trois-Rivières","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006040008,0.0003305867,0.0002895046,0.00126986,0.0005894777,0.006723416,0.0001817487,0.0001085963,0.009236843],"category_scores_gemma":[0.00006633578,0.0002822463,0.0001680427,0.001290851,0.0003203624,0.006782813,0.00007740493,0.0002760667,0.0005151819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005507356,"about_ca_system_score_gemma":0.0001214865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001385839,"about_ca_topic_score_gemma":0.002454406,"domain_scores_codex":[0.9980395,0.0002744151,0.0004072463,0.0003731682,0.0003861579,0.0005195154],"domain_scores_gemma":[0.9991084,0.000216383,0.0001777139,0.000162059,0.0002269995,0.0001084385],"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":[0.00001556628,0.00006700884,0.0006961145,0.0001659976,0.0001518192,0.0000302842,0.09078118,0.00002022038,0.0001006472,0.4414592,0.46525,0.001261979],"study_design_scores_gemma":[0.0003388702,0.0001890136,0.005949258,0.0003475665,0.00009215063,0.00001012606,0.02419444,0.00001806483,0.0003874715,0.02281966,0.9453058,0.0003475436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03877373,0.1796514,0.0002730362,0.1271012,0.00687601,0.0008351765,0.001096544,0.00130995,0.644083],"genre_scores_gemma":[0.2476717,0.13441,0.0004344573,0.01402452,0.002444904,0.0001639345,0.0005695109,0.00008155464,0.6001994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4800558,"threshold_uncertainty_score":0.999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02910785711779298,"score_gpt":0.3286202555018767,"score_spread":0.2995123983840837,"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."}}