{"id":"W7097861428","doi":"","title":"rd Workshop for Doctoral Students in Object-Oriented Systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Conjunction (astronomy); Work (physics); Graduate students; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0164943,0.0001103467,0.0002126577,0.0005749929,0.0001191209,0.0007931257,0.001255121,0.0000444023,0.00009544466],"category_scores_gemma":[0.002097959,0.00007754783,0.00007087513,0.001631542,0.00003930923,0.0002190606,0.0004727072,0.00006950706,0.0002542389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006900769,"about_ca_system_score_gemma":0.00001900185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001340187,"about_ca_topic_score_gemma":0.0006873648,"domain_scores_codex":[0.9962297,0.00006708317,0.0008005582,0.0007312532,0.00173349,0.000437915],"domain_scores_gemma":[0.9970665,0.001590091,0.0001352044,0.0008950747,0.0001969287,0.0001162129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000210912,0.0005492948,0.3311215,0.00001692712,0.00003321181,0.00004283892,0.001371364,0.002213602,0.00006335472,0.02016932,0.5571169,0.08709081],"study_design_scores_gemma":[0.002285196,0.000100739,0.1552816,0.0000740844,0.00001136804,0.000003816531,0.01730132,0.03355864,0.0001029169,0.001814273,0.7890397,0.0004263496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6088807,0.00006588727,0.3727589,0.0002161669,0.00617582,0.0007236098,0.00001019977,0.00009094206,0.01107773],"genre_scores_gemma":[0.9624358,4.617979e-7,0.001900923,0.0001249768,0.0001139114,0.00001183359,0.000009653785,0.000005544093,0.03539687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.370858,"threshold_uncertainty_score":0.7648129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928074525657155,"score_gpt":0.4643176103288422,"score_spread":0.2715101577631266,"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."}}