{"id":"W4394844158","doi":"10.4000/activites.9414","title":"La contribution des usagères dans un atelier de co‑idéation : une médiation sociotechnique pour l’exploration des niveaux épistémiques d’un projet","year":2024,"lang":"fr","type":"article","venue":"Activites","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Institut Polytechnique de Paris; Télécom Paris; Equipex","keywords":"Humanities; Political science; Philosophy; Art","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001457698,0.000308026,0.000210646,0.0002188717,0.0003352951,0.0004910238,0.0001159215,0.0004449062,0.0002761926],"category_scores_gemma":[0.0007785332,0.0003525871,0.0001031718,0.0006372756,0.0002074186,0.003451875,0.00001839354,0.0005271581,0.0002165747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286474,"about_ca_system_score_gemma":0.0003868938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009206427,"about_ca_topic_score_gemma":0.0001509681,"domain_scores_codex":[0.9978155,0.0009061348,0.0003325556,0.0003339807,0.000203467,0.0004083838],"domain_scores_gemma":[0.9979566,0.001374826,0.0001248661,0.0001905447,0.000241787,0.0001114264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000881452,0.0004413694,0.004644391,0.0008896295,0.0003867385,0.00004128065,0.04633668,0.002123106,0.3887742,0.06601268,0.004537328,0.4857244],"study_design_scores_gemma":[0.00035529,0.0001711127,0.03037891,0.0006400149,0.0003156018,0.0001504325,0.003077972,0.04325756,0.7261246,0.1306694,0.06422117,0.000637939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3892704,0.004311494,0.5945398,0.005765584,0.0004306769,0.0004662049,0.00005950195,0.0007243476,0.00443203],"genre_scores_gemma":[0.9726778,0.004577791,0.02069225,0.00006909948,0.0003486745,0.0002034788,0.0002400853,0.00008104917,0.00110974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5834075,"threshold_uncertainty_score":0.9998926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122429324566801,"score_gpt":0.3064860465120785,"score_spread":0.2852617532664105,"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."}}