{"id":"W2105997912","doi":"10.24908/pceea.v0i0.3982","title":"LE BÂTIMENT COMME LIEW D'INNOVATION TRANSDISCIPLINAIRE","year":2011,"lang":"fr","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Political science; Philosophy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000977825,0.0002976824,0.0002702785,0.0005528679,0.0003068449,0.0001516039,0.0004779393,0.0003753075,0.0003909652],"category_scores_gemma":[0.0007740103,0.0003578956,0.0001358071,0.001707222,0.00003732526,0.0008122114,0.0000244814,0.0005617719,0.0001069815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003455772,"about_ca_system_score_gemma":0.002558968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02664734,"about_ca_topic_score_gemma":0.008007579,"domain_scores_codex":[0.9981282,0.00002141861,0.000656229,0.000263173,0.0003888665,0.0005420501],"domain_scores_gemma":[0.9978266,0.00007611632,0.0005271702,0.0001945087,0.001078537,0.0002971069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008179253,0.0005064688,0.01037261,0.001553823,0.0004455446,2.426513e-7,0.02255164,0.001137767,0.002937588,0.6886485,0.2619389,0.009898789],"study_design_scores_gemma":[0.0005991908,0.00005887376,0.1776051,0.00101467,0.0003954481,0.00002273501,0.003099228,0.003672766,0.01576605,0.004925404,0.7917793,0.001061249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1558698,0.006538699,0.001447971,0.2221053,0.04931028,0.00339464,0.000257831,0.0007535294,0.5603219],"genre_scores_gemma":[0.9686844,0.0001117585,0.005230116,0.0005895366,0.0004816021,0.0001121846,0.00002359214,0.0001033982,0.02466338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8128147,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810221428889223,"score_gpt":0.227124834953279,"score_spread":0.1990226206643867,"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."}}