{"id":"W4232244838","doi":"10.1007/978-1-4842-4069-4_12","title":"AppRun DevTools","year":2019,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Computer science","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":[],"category_scores_codex":[0.0002442222,0.0003906876,0.0004943984,0.0001145255,0.00009924579,0.0001542958,0.001587914,0.0004911458,0.00005291682],"category_scores_gemma":[0.00001036099,0.0003255235,0.0002421978,0.00001107835,0.00008922214,0.0001568243,0.0006226947,0.0004339997,0.001960505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006150005,"about_ca_system_score_gemma":0.0002335723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001515663,"about_ca_topic_score_gemma":0.000003330852,"domain_scores_codex":[0.9980067,0.00001975221,0.0004160843,0.000742248,0.0004770979,0.0003380869],"domain_scores_gemma":[0.9973766,0.0001244326,0.0002402341,0.002025992,0.0001247854,0.0001079391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008804642,0.00001110484,0.00006578458,0.0004443013,0.0001213446,0.00002740715,0.0004575193,0.0000134716,0.00003884479,0.8607601,0.008357218,0.1296941],"study_design_scores_gemma":[0.0002518849,0.00006341902,0.00005261521,0.0003295584,0.00002353423,0.00002884754,0.000001562884,0.000332961,0.0003545432,0.02361087,0.9743284,0.0006218214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005987584,0.0003608649,0.01807854,0.00003582658,0.001739422,0.0005713652,0.00001011911,0.0004365618,0.9787074],"genre_scores_gemma":[0.007727808,0.00001889229,0.002428361,0.0003263543,0.0003137961,0.0000262501,0.000007804189,0.00005236358,0.9890984],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9659712,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811836861101058,"score_gpt":0.2132751676426092,"score_spread":0.1951567990315987,"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."}}