{"id":"W7082662660","doi":"10.7202/1119778ar","title":"Les bibliothécaires de lecture publique et la médiation : quelles pratiques et quelle résilience pour relever les défis sociétaux ?","year":2025,"lang":"fr","type":"article","venue":"Documentation et bibliothèques","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Perspective (graphical); Field (mathematics); Documentation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.003240264,0.000584226,0.0005272002,0.005558491,0.000473262,0.004449929,0.0003468525,0.0007109157,0.004264626],"category_scores_gemma":[0.002460358,0.0006101425,0.000253344,0.005906926,0.0002134302,0.008938067,0.000140996,0.0007577635,0.00003417802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005938112,"about_ca_system_score_gemma":0.002083502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027171,"about_ca_topic_score_gemma":0.006652355,"domain_scores_codex":[0.9935415,0.003489833,0.001129146,0.0006598812,0.0006382767,0.0005413864],"domain_scores_gemma":[0.9938748,0.003971833,0.0008048009,0.0004547765,0.0007432349,0.0001505098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006013801,0.0004001106,0.02998365,0.0008172991,0.0001444552,0.000005825561,0.006194799,0.002625029,0.001221386,0.8283156,0.1140473,0.01618451],"study_design_scores_gemma":[0.001886415,0.0001937932,0.1292124,0.001935788,0.0003360751,0.0000502418,0.002148815,0.014288,0.01256174,0.6400149,0.1962888,0.001082885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1186846,0.01835687,0.7119833,0.08965736,0.0008112844,0.001524785,0.0002001969,0.000776229,0.0580054],"genre_scores_gemma":[0.8277925,0.04321762,0.09688052,0.007912576,0.0002016991,0.0002520791,0.0005532823,0.0001243426,0.02306543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7091078,"threshold_uncertainty_score":0.999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02834480665307065,"score_gpt":0.3968071569794682,"score_spread":0.3684623503263976,"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."}}