{"id":"W7128496115","doi":"10.7202/1122689ar","title":"PIECES : un projet alliant recherche et intervention dans un processus d’innovation ouverte","year":2025,"lang":"fr","type":"article","venue":"Revue internationale de communication et socialisation","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College Ahuntsic; Université du Québec à Montréal; Collège Montmorency; Cégep de Jonquière","funders":"","keywords":"Context (archaeology); Forge; Research methodology; Digital library","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":[0.02493243,0.0002738283,0.0003307671,0.0004606775,0.0007632709,0.0003766633,0.001364008,0.0005921327,0.0003754363],"category_scores_gemma":[0.01522477,0.000355676,0.0002032249,0.002660008,0.0005775558,0.001513458,0.0003500727,0.001110931,0.000103063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003620425,"about_ca_system_score_gemma":0.001438693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844051,"about_ca_topic_score_gemma":0.007630868,"domain_scores_codex":[0.9792436,0.01789241,0.001139341,0.0004769937,0.0007719345,0.0004757453],"domain_scores_gemma":[0.9935192,0.00296829,0.0009317817,0.0006217399,0.001856455,0.0001024963],"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":[0.00004590064,0.0006455077,0.005433611,0.0002039553,0.0002279622,0.000001445608,0.05707762,0.0002063955,0.0006207729,0.6880807,0.001299138,0.246157],"study_design_scores_gemma":[0.001607212,0.0001210949,0.06927467,0.002483686,0.0002435688,0.000005110013,0.0190323,0.02706612,0.003864405,0.5544822,0.3211841,0.0006355829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2697216,0.008253197,0.3327022,0.2775136,0.002157146,0.002251169,0.0001717204,0.0003565073,0.1068729],"genre_scores_gemma":[0.9163445,0.01059702,0.02832835,0.002034307,0.0002934317,0.0007426307,0.0008626283,0.00004740609,0.04074978],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6466228,"threshold_uncertainty_score":0.9998895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7025438210003431,"score_gpt":0.6420136480844303,"score_spread":0.06053017291591278,"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."}}