{"id":"W3181302303","doi":"10.24908/pceea.vi0.14851","title":"LA PENSÉE DESIGN COMME APPROCHE PÉDAGOGIQUE AFIN DE CONCEVOIR DES SOLUTIONS À UNE PROBLÉMATIQUE DE QUALITÉ DE L’EAU","year":2021,"lang":"fr","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"Université de Moncton","keywords":"Humanities; Political science; Sociology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01004587,0.001294314,0.0007754043,0.001540751,0.002046711,0.009291989,0.002411653,0.002985888,0.02116487],"category_scores_gemma":[0.01695127,0.0008266286,0.001214982,0.00138148,0.005603637,0.005709317,0.003939091,0.003082961,0.003861204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003569267,"about_ca_system_score_gemma":0.01236416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005411148,"about_ca_topic_score_gemma":0.009821723,"domain_scores_codex":[0.985155,0.008040779,0.0007779609,0.001616866,0.003790291,0.0006191211],"domain_scores_gemma":[0.9868852,0.006711653,0.0007952678,0.00221687,0.002717301,0.000673762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001583949,0.0004776206,0.004160575,0.004647051,0.0001717915,0.000411812,0.01712587,0.01767311,0.01744475,0.3900939,0.02176232,0.5258728],"study_design_scores_gemma":[0.0001218448,0.0007373364,0.003076336,0.002323439,0.0001579447,0.0007844595,0.00950346,0.0172721,0.0126721,0.1457342,0.8074734,0.000143384],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01395677,0.003946593,0.8561974,0.009288422,0.0006706683,0.001151466,0.0001696637,0.001174621,0.1134445],"genre_scores_gemma":[0.2141617,0.007485306,0.678385,0.002060339,0.0002335638,0.00186686,0.0003432987,0.000553009,0.09491095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02116487,"threshold_uncertainty_score":0.07080352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04218403311274924,"score_gpt":0.2763785556674948,"score_spread":0.2341945225547456,"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."}}