{"id":"W6987664440","doi":"","title":"Tool for the DOMS Forward-Looking Approach","year":2007,"lang":"en","type":"book","venue":"NPARC","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008387456,0.0003477038,0.0003406896,0.0001628234,0.0001508323,0.0001617834,0.002376462,0.0003577571,0.00001249171],"category_scores_gemma":[0.00001588264,0.0002653424,0.0002717018,0.0001136875,0.00007289877,0.0001141265,0.0004587326,0.0005011774,0.00001376076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106224,"about_ca_system_score_gemma":0.0001820585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001326747,"about_ca_topic_score_gemma":3.934236e-7,"domain_scores_codex":[0.9981391,0.00001476773,0.0003263438,0.000580987,0.0004814378,0.0004573616],"domain_scores_gemma":[0.9978547,0.0003678741,0.0001528748,0.001439361,0.0001229104,0.00006225389],"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":[0.000002893179,0.00001048937,8.268243e-7,0.0000867374,0.00004570689,0.00000348508,0.0001300995,0.0003011946,0.000021811,0.7193744,0.08397519,0.1960472],"study_design_scores_gemma":[0.0001148274,0.00003847117,0.000002829531,0.00007596725,0.00002623241,0.00001750227,3.177284e-7,0.1045174,0.0001432429,0.06410173,0.8306169,0.0003445712],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[5.252956e-7,0.0001554552,0.8723685,0.00009041443,0.0003734509,0.0009310378,0.00001180046,0.001079546,0.1249892],"genre_scores_gemma":[0.00008225578,0.00002106479,0.8359628,0.0002134232,0.0004420938,0.0002951523,0.00001653838,0.00006459978,0.1629021],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7466418,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700926634605816,"score_gpt":0.2404419905428794,"score_spread":0.2234327241968212,"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."}}