{"id":"W3208862921","doi":"10.1145/3485952.3485959","title":"SERP4IoT'21 Workshop Report","year":2021,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Interoperability; Computer science; Context (archaeology); Software; Software engineering; Internet of Things; The Internet; Software development; Computer security; World Wide Web; Operating system","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005118116,0.0003332536,0.0003901998,0.0001127595,0.0001531331,0.0002301378,0.001310137,0.0002481649,0.00003640225],"category_scores_gemma":[0.1808823,0.000321782,0.0001938067,0.0009553203,0.00003016692,0.0006787943,0.0008889278,0.0003988988,0.0001450812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101333,"about_ca_system_score_gemma":0.000255698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001648297,"about_ca_topic_score_gemma":0.000004240255,"domain_scores_codex":[0.9974788,0.00003702435,0.0005339695,0.0008336314,0.0005342046,0.0005823587],"domain_scores_gemma":[0.9628476,0.03262066,0.0001519796,0.003637571,0.000477339,0.0002648719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006883716,0.0001802463,0.9471045,0.0005442552,0.0001363329,0.002809132,0.001032127,0.005791491,0.001576779,0.0007192792,0.00943624,0.03066272],"study_design_scores_gemma":[0.001624727,0.0001559316,0.7126513,0.001296542,0.00009356516,0.004731935,0.00008498602,0.005798372,0.05943866,0.0006087179,0.2097016,0.003813671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.322976,0.001701046,0.6516346,0.001213403,0.01822612,0.0002453566,0.000007076147,0.003981071,0.00001538906],"genre_scores_gemma":[0.7910393,0.00003079974,0.2070397,0.0001534042,0.001349797,0.00004353217,0.00002732963,0.0000427913,0.0002732866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4680634,"threshold_uncertainty_score":0.9999234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474355687578488,"score_gpt":0.2419850578673345,"score_spread":0.2272415009915496,"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."}}