{"id":"W2915353454","doi":"10.1145/1095430.1095433","title":"Report on MSR 2005","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Session (web analytics); Plan (archaeology); Software; Computer science; Field (mathematics); Software review; Quality (philosophy); Software engineering; World Wide Web; Software development; Software construction; History; 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":[0.0006430488,0.0004448601,0.0003476107,0.0004642533,0.0001258315,0.000235175,0.002438606,0.0001914368,0.00007608965],"category_scores_gemma":[0.2845388,0.0004606725,0.0001618769,0.0006900926,0.00003213896,0.0006662851,0.0007137383,0.0006227427,0.000740572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002653133,"about_ca_system_score_gemma":0.0001196342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001599605,"about_ca_topic_score_gemma":0.000002835103,"domain_scores_codex":[0.9967125,0.00002426112,0.0004686915,0.0008785744,0.0008687056,0.001047271],"domain_scores_gemma":[0.9221695,0.07394822,0.00009779025,0.003182097,0.0001535656,0.0004488517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002935188,0.0005108173,0.6684448,0.0002859391,0.0002450302,0.002233329,0.0007334882,0.1377539,0.003258117,0.007341407,0.02888377,0.1502801],"study_design_scores_gemma":[0.001227994,0.0003334752,0.6825409,0.0003951999,0.00002520727,0.001235154,0.000003936532,0.008604401,0.04100144,0.00008566605,0.2620607,0.002485992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3352958,0.001113569,0.6447989,0.005057435,0.002111862,0.0005996454,0.0000163165,0.01097813,0.00002841709],"genre_scores_gemma":[0.7494879,0.00001652242,0.2491751,0.0002247015,0.0005479418,0.00006548416,0.00001290599,0.00008166838,0.0003876899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4141922,"threshold_uncertainty_score":0.9997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767719627848747,"score_gpt":0.2610800800871416,"score_spread":0.2434028838086542,"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."}}