{"id":"W4393749007","doi":"10.5281/zenodo.4726288","title":"Test Smell Detection Tools: A Systematic Mapping Study","year":2021,"lang":"en","type":"dataset","venue":"Figshare","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Test (biology); Computer science; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001489487,0.00035175,0.0005499071,0.0001245532,0.00004452087,0.0001125104,0.0004470355,0.0004011579,0.01052208],"category_scores_gemma":[0.006545912,0.0003517498,0.00009036803,0.0003750103,0.000003289716,0.00009629715,0.0002020787,0.0006790768,0.002209932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002282701,"about_ca_system_score_gemma":0.000005246573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001666653,"about_ca_topic_score_gemma":0.00002754866,"domain_scores_codex":[0.9987709,0.00001771785,0.0003770688,0.0003281299,0.0002255821,0.000280619],"domain_scores_gemma":[0.9984629,0.0004829699,0.0001069465,0.0008389219,0.00006513942,0.00004316571],"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":[1.72926e-7,0.0000305431,9.134006e-8,0.03788121,0.00005429915,0.0001113146,0.000006630507,0.000215442,0.0007109146,3.20484e-9,0.9608065,0.0001828262],"study_design_scores_gemma":[0.0002070659,0.00005905136,0.0000166946,0.05338883,0.00009879213,0.00004833838,0.0007816412,0.0004146213,0.01425997,0.000005284854,0.929825,0.0008946809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002730231,0.001024506,0.000002637309,8.897898e-7,0.0001053233,0.0008136886,0.9968153,0.00116707,0.00004327846],"genre_scores_gemma":[0.002114706,0.00001681214,0.00002481947,0.00000729874,0.0001003503,0.0009682124,0.9966984,0.00004968362,0.00001975672],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03098152,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03797693479550848,"score_gpt":0.2370811357274183,"score_spread":0.1991042009319099,"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."}}