{"id":"W6960232723","doi":"10.13140/rg.2.2.28810.38088","title":"Perceptions et attentes citoyennes face à la communication municipale sur les médias sociaux: le cas du Québec","year":2025,"lang":"fr","type":"article","venue":"ArODES (HES-SO (https://www.hes-so.ch/))","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Quality (philosophy); Perception; Clearing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002862955,0.0002423789,0.0004457847,0.001642558,0.00810722,0.005205522,0.0007499719,0.0007986002,0.007663405],"category_scores_gemma":[0.00691252,0.0002473883,0.0002277059,0.003877212,0.003041806,0.001512619,0.002254773,0.001194259,0.0004008225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02799093,"about_ca_system_score_gemma":0.03287645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9706946,"about_ca_topic_score_gemma":0.9858584,"domain_scores_codex":[0.9977012,0.0007900131,0.00007127324,0.0002181308,0.0006854602,0.0005339112],"domain_scores_gemma":[0.9909039,0.002164207,0.001031668,0.0002816234,0.003801623,0.001816991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001823812,0.0001251327,0.3868507,0.0005704405,0.00009037541,0.001291914,0.5401883,0.0002223437,0.002716077,0.005364482,0.01150492,0.05089299],"study_design_scores_gemma":[0.000009591335,0.00006509227,0.4796895,0.0004020818,0.00005007975,0.0001108496,0.4554241,0.0002900209,0.000352567,0.0001850242,0.06335968,0.00006147843],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806984,0.0009832866,0.0003678518,0.003285965,0.00004163585,0.00005236909,0.0003236994,0.00001752675,0.01422925],"genre_scores_gemma":[0.991536,0.0006180272,0.0001829092,0.000366604,0.00001162173,0.00004116719,0.0001097855,0.000008854503,0.007125149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0293054,"threshold_uncertainty_score":0.2030894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059875467097602,"score_gpt":0.3731662780672672,"score_spread":0.267178731357507,"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."}}