{"id":"W4235836287","doi":"10.1007/s10664-006-9035-z","title":"In this issue","year":2007,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006472213,0.0002121325,0.000227766,0.00032558,0.00002749568,0.00002175936,0.0002054133,0.0001429229,0.001488846],"category_scores_gemma":[0.001399773,0.0002211768,0.00006939056,0.0009956445,0.00001885181,0.0002148706,0.00007724259,0.0004139197,0.006387517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003320002,"about_ca_system_score_gemma":0.00001884964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005956072,"about_ca_topic_score_gemma":0.00002145306,"domain_scores_codex":[0.9983619,0.00001291826,0.000334703,0.0002956891,0.0003110117,0.0006838157],"domain_scores_gemma":[0.9990264,0.0004454658,0.00002858926,0.0002575297,0.00002965137,0.0002123472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000822308,0.0003006516,0.8065998,0.0001203866,0.00004917979,0.001158622,0.002240674,0.02221173,0.006341754,0.0001455593,0.1567968,0.003952661],"study_design_scores_gemma":[0.0005118654,0.00003444655,0.2509416,0.00005112133,0.000006575473,0.00003005951,0.00001416933,0.001222464,0.004553057,0.00004415385,0.7421107,0.0004798041],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787827,0.0005959036,0.1141493,0.0003985834,0.001081314,0.0003047278,0.00001245252,0.002337908,0.002337143],"genre_scores_gemma":[0.9644427,0.000002706151,0.0322237,0.000657186,0.0007454752,0.00001613765,0.000009405207,0.000205955,0.001696789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5853139,"threshold_uncertainty_score":0.9994239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685207476201805,"score_gpt":0.2973489576322101,"score_spread":0.2804968828701921,"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."}}