{"id":"W3135177914","doi":"","title":"Comptes rendus du neuvième atelier de résolution de problèmes industriels de Montréal, 19-23 août 2019 / Proceedings of the ninth Montréal industrial problem solving workshop, August 19-23, 2019","year":2020,"lang":"fr","type":"article","venue":"Les Cahiers du GERAD","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ninth; Humanities; Art; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001729102,0.001044125,0.001290621,0.0003403993,0.0007109604,0.0003440553,0.001254244,0.003726636,0.0004550227],"category_scores_gemma":[0.003661494,0.001070696,0.0004719477,0.001681717,0.0009612601,0.0009228555,0.0005177366,0.005041539,0.0001846433],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006827013,"about_ca_system_score_gemma":0.002268563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787136,"about_ca_topic_score_gemma":0.0003434164,"domain_scores_codex":[0.9937399,0.0004854445,0.001562299,0.0009867981,0.0006535932,0.002571948],"domain_scores_gemma":[0.9963085,0.0009167905,0.0009053427,0.000456523,0.0003882764,0.001024589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006004619,0.0002313104,0.01932538,0.0004378799,0.0006010887,0.0001589153,0.01147444,0.1340088,0.00244845,0.009278167,0.8167266,0.004708513],"study_design_scores_gemma":[0.02463597,0.002351883,0.01469429,0.002970224,0.003155723,0.001565907,0.05355744,0.1956711,0.01557821,0.01786058,0.661703,0.00625573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670619,0.02489884,0.002050438,0.09744185,0.002439581,0.003584287,0.0001970093,0.000544532,0.001781595],"genre_scores_gemma":[0.9376042,0.007606561,0.01361324,0.002713094,0.01156223,0.0002752026,0.0001430722,0.0007521121,0.0257303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1550236,"threshold_uncertainty_score":0.9991744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578432158929575,"score_gpt":0.1962666722892088,"score_spread":0.1804823506999131,"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."}}