{"id":"W4401721818","doi":"10.1109/rew61692.2024.00048","title":"A Goal-Oriented Approach for Modeling Decisions in ML Processes","year":2024,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software engineering; Systems engineering; Management science; Engineering","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":[0.01091895,0.002472052,0.0010621,0.002983921,0.00205875,0.008242554,0.004944355,0.003660871,0.003452818],"category_scores_gemma":[0.01329733,0.001427528,0.002994261,0.0028033,0.005445459,0.006542333,0.005019233,0.00543593,0.001186889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0044819,"about_ca_system_score_gemma":0.007490642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007421882,"about_ca_topic_score_gemma":0.01020654,"domain_scores_codex":[0.9907392,0.005247184,0.0006660651,0.001056943,0.001865416,0.0004250472],"domain_scores_gemma":[0.9930828,0.003826988,0.0007302824,0.0009577288,0.001073706,0.0003284671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005526566,0.0001645796,0.0007694087,0.000545822,0.0001468665,0.0003399504,0.001945894,0.142296,0.001813309,0.8099578,0.002133461,0.03983148],"study_design_scores_gemma":[0.00005690819,0.0001005439,0.0002300256,0.0004229258,0.0001396734,0.0001413031,0.0006379688,0.2962345,0.00218864,0.6618564,0.03791419,0.00007693557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00117933,0.0001818898,0.9908549,0.001442187,0.00003600238,0.0002461687,0.00007695933,0.0001712904,0.005811177],"genre_scores_gemma":[0.05349426,0.0005601625,0.9421608,0.0004775091,0.00006027936,0.0007180988,0.0002193723,0.00008502188,0.002224426],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01091895,"threshold_uncertainty_score":0.05774558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284666388722267,"score_gpt":0.2796975998848646,"score_spread":0.2512309610126379,"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."}}