{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00706429,0.001692589,0.001144786,0.001669571,0.001578437,0.006153228,0.001226434,0.002210645,0.08292653],"category_scores_gemma":[0.005249949,0.0006606798,0.001997839,0.0009319329,0.0008397548,0.003952821,0.004958882,0.004069152,0.04486202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179325,"about_ca_system_score_gemma":0.003454962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005855955,"about_ca_topic_score_gemma":0.00100909,"domain_scores_codex":[0.9972503,0.0006636026,0.0001740796,0.0004171144,0.001050745,0.0004441453],"domain_scores_gemma":[0.9956647,0.0004609292,0.0001185459,0.0004135732,0.001144801,0.002197492],"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":[0.0001998209,0.0003149861,0.0006378135,0.0004943563,0.00004053568,0.0002637133,0.001329576,0.0006551315,0.003262267,0.02435535,0.6901814,0.278265],"study_design_scores_gemma":[0.00002166969,0.0001491308,0.000692975,0.0002848693,0.00001304445,0.0003368589,0.0004305708,0.0004431636,0.00101131,0.00898911,0.9876115,0.00001586485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02260054,0.1132682,0.1416306,0.1579264,0.1479472,0.001016799,0.004069654,0.003673428,0.4078673],"genre_scores_gemma":[0.03591676,0.02979004,0.03150758,0.008339772,0.02029344,0.0004677314,0.002783884,0.001599208,0.8693016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08292653,"threshold_uncertainty_score":0.2774169,"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."}}