{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02543971,0.001413975,0.0008617099,0.003616799,0.007039883,0.01579669,0.002149878,0.003615453,0.009497673],"category_scores_gemma":[0.03817144,0.001303987,0.001539225,0.002566986,0.01762931,0.01901996,0.01446299,0.004778255,0.001802042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004801609,"about_ca_system_score_gemma":0.006376733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003056937,"about_ca_topic_score_gemma":0.003013366,"domain_scores_codex":[0.9525172,0.03548881,0.001197993,0.002719983,0.006562599,0.00151351],"domain_scores_gemma":[0.9600291,0.02525416,0.002098838,0.005928199,0.00490238,0.001787451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001657427,0.0001653483,0.007115352,0.0005769485,0.00006247978,0.0007947959,0.7108724,0.0006850106,0.007492063,0.215176,0.00104315,0.05585075],"study_design_scores_gemma":[0.0001178884,0.0007199472,0.01087482,0.001788581,0.0002155124,0.002311144,0.5244133,0.007961379,0.01317372,0.1592885,0.2788538,0.0002813909],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3977941,0.002167157,0.4314987,0.00938294,0.0003407216,0.0009933638,0.0001331177,0.0005223629,0.1571675],"genre_scores_gemma":[0.9097776,0.0007699169,0.06640968,0.0004775191,0.00005464156,0.000738999,0.00009640722,0.000284124,0.02139105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02543971,"threshold_uncertainty_score":0.1345397,"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."}}