{"id":"W4384163226","doi":"10.1145/3605156.3606454","title":"Dependency-Free Capture Tracking","year":2023,"lang":"en","type":"article","venue":"","topic":"Formal Methods in Verification","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dependency (UML); Computer science; Tracking (education); Type (biology); Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.002817852,0.001134256,0.0009910223,0.001702866,0.001243479,0.002423483,0.003236548,0.001803508,0.01002253],"category_scores_gemma":[0.013085,0.001530149,0.001840434,0.001520453,0.002123807,0.00585536,0.006095334,0.002849691,0.003967669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414902,"about_ca_system_score_gemma":0.002913941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007772111,"about_ca_topic_score_gemma":0.00940288,"domain_scores_codex":[0.9960073,0.0005021814,0.0002581268,0.001058293,0.001491196,0.0006829908],"domain_scores_gemma":[0.9868123,0.002904207,0.0006354387,0.007483039,0.00189224,0.0002728264],"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":[0.001067303,0.0002869758,0.01390705,0.0007807587,0.0002925601,0.00137558,0.00133559,0.1310331,0.06120841,0.4841501,0.02323917,0.2813235],"study_design_scores_gemma":[0.0001081292,0.0001963133,0.002009559,0.0002225676,0.0002783485,0.0008729119,0.0001767148,0.4737189,0.1501083,0.2962463,0.07585198,0.0002100771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01427674,0.0001932769,0.9695303,0.000152085,0.000124004,0.0001461847,0.00073016,0.006046933,0.008800283],"genre_scores_gemma":[0.5894444,0.0007759302,0.3646459,0.0008320155,0.0001225885,0.0006266424,0.003840561,0.003750672,0.03596133],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01002253,"threshold_uncertainty_score":0.03352869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04819969474757815,"score_gpt":0.307109957564402,"score_spread":0.2589102628168238,"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."}}