{"id":"W4312796785","doi":"10.1145/3510454.3516856","title":"DScribe","year":2022,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Documentation; Computer science; Redundancy (engineering); Unit testing; Artifact (error); Technical documentation; Template; Software engineering; Programming language; Software; Operating system; 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":[0.002751429,0.001340578,0.0007786234,0.002737072,0.0006865041,0.003605942,0.004095553,0.002069693,0.1544322],"category_scores_gemma":[0.01841771,0.001148574,0.00123599,0.001281359,0.0009140793,0.003850634,0.004442985,0.002670042,0.09675406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163177,"about_ca_system_score_gemma":0.001646278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001950588,"about_ca_topic_score_gemma":0.003434928,"domain_scores_codex":[0.9975751,0.0004102804,0.000196423,0.000372869,0.001240154,0.0002052401],"domain_scores_gemma":[0.9928871,0.002009898,0.0002997678,0.002723698,0.001732679,0.0003467929],"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":[0.0004091099,0.0002056101,0.001520781,0.0009814706,0.00007377671,0.0004757669,0.000404284,0.002768622,0.007769889,0.0426906,0.6425483,0.3001519],"study_design_scores_gemma":[0.0001265515,0.0000738315,0.0008699336,0.0001956554,0.0000204126,0.0006784199,0.00006066932,0.008734526,0.009719303,0.01430446,0.9651492,0.00006708268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003828105,0.001148201,0.3186593,0.001349788,0.0007746414,0.0009750488,0.02323106,0.4303987,0.2196352],"genre_scores_gemma":[0.07155912,0.002242691,0.3429952,0.003452896,0.0003836333,0.001554914,0.119097,0.1511757,0.3075389],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1544322,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493733563886155,"score_gpt":0.2240906661029349,"score_spread":0.2091533304640734,"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."}}