{"id":"W4389474636","doi":"10.1109/acsos58161.2023.00016","title":"Keynotes","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Impact","funders":"Institut de Valorisation des Données; Polytechnique Montréal; Natural Sciences and Engineering Research Council of Canada; Canadian Institute for Advanced Research","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00183721,0.0008917578,0.000812734,0.00154422,0.002770564,0.004337589,0.001545442,0.003173603,0.5901724],"category_scores_gemma":[0.01213637,0.0003228391,0.00066434,0.001291346,0.0005931474,0.003414438,0.002771938,0.005110453,0.363093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001981339,"about_ca_system_score_gemma":0.001666072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002802696,"about_ca_topic_score_gemma":0.004711699,"domain_scores_codex":[0.9985992,0.0002318257,0.0001007176,0.0002733416,0.0005882254,0.0002066721],"domain_scores_gemma":[0.9953164,0.001352388,0.0002010797,0.0003499385,0.001831005,0.0009491126],"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":[0.00003277914,0.00001108412,0.00003500918,0.00004277274,0.000001172636,0.00003336635,0.0000315359,0.00001529505,0.00008653104,0.003452999,0.9866845,0.00957294],"study_design_scores_gemma":[0.00000630514,0.000008314891,0.00010493,0.00004461347,0.000001450283,0.00003169969,0.00006441002,0.00002202205,0.00005842855,0.0009462402,0.9987082,0.000003373019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008667183,0.00547451,0.002332346,0.08858473,0.2650846,0.0004687555,0.004946345,0.00113774,0.6311043],"genre_scores_gemma":[0.006502523,0.00212159,0.0007235085,0.02188232,0.02661466,0.0002547152,0.002147014,0.0005094525,0.9392442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4098276,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05268941373870116,"score_gpt":0.3048376143650569,"score_spread":0.2521482006263557,"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."}}