{"id":"W7128480428","doi":"10.7202/1122685ar","title":"Processus en jeu dans des projets de recherche participative : pourquoi s’y intéresser ?","year":2025,"lang":"fr","type":"article","venue":"Revue internationale de communication et socialisation","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Université Laval","funders":"","keywords":"Constitution; Context (archaeology); Elaboration; Perspective (graphical); Ethnography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01210075,0.0002430371,0.0002693999,0.0002311157,0.0008927552,0.0002647761,0.001104152,0.0005688827,0.0002949458],"category_scores_gemma":[0.009381441,0.0003338705,0.0001521406,0.0009867902,0.000835597,0.002575997,0.00014977,0.0008645696,0.00005231374],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005011374,"about_ca_system_score_gemma":0.004196861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01348798,"about_ca_topic_score_gemma":0.03061126,"domain_scores_codex":[0.9825699,0.01558628,0.0007147481,0.0003682529,0.000330634,0.0004301661],"domain_scores_gemma":[0.9923512,0.005153982,0.0005216356,0.0005311526,0.001306989,0.0001350899],"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":[0.00002629779,0.0004576112,0.03049746,0.0001917762,0.0001383712,0.000001094855,0.3800781,0.0001717008,0.0002290698,0.5548135,0.006730529,0.02666451],"study_design_scores_gemma":[0.0004968953,0.00003530046,0.05797377,0.001540103,0.0001485356,0.000005944027,0.06800929,0.003548629,0.001088055,0.7082487,0.1585148,0.0003899675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.240213,0.007126831,0.04177633,0.5272618,0.0008244833,0.0013299,0.00007677187,0.0002175922,0.1811733],"genre_scores_gemma":[0.7992555,0.01626391,0.02084098,0.001527381,0.0004236953,0.0007092486,0.0002782894,0.00003791452,0.1606631],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5590426,"threshold_uncertainty_score":0.9999113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2598594592163561,"score_gpt":0.481029648475033,"score_spread":0.2211701892586769,"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."}}