{"id":"W1975921651","doi":"10.1145/1557626.1557651","title":"ConfSys2","year":2009,"lang":"en","type":"article","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Daemon; Computer science; Work (physics); Function (biology); World Wide Web; User interface; Engineering management; Software engineering; Engineering; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00256807,0.00003567962,0.00006287339,0.0001117258,0.00007255859,0.0004040081,0.0006155623,0.000009287391,0.001844971],"category_scores_gemma":[0.0008394396,0.00002181207,0.00003199026,0.0004643639,0.00001730914,0.0001136357,0.00007544605,0.00002264722,0.003901681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004309681,"about_ca_system_score_gemma":0.000007459321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000509925,"about_ca_topic_score_gemma":0.000002486787,"domain_scores_codex":[0.9986367,0.00002828266,0.0002041066,0.0003154213,0.0007032013,0.000112353],"domain_scores_gemma":[0.9989458,0.0001680777,0.00003466772,0.0007314791,0.00006821039,0.00005170682],"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":[9.555292e-7,0.00001245593,0.0002015176,3.884259e-8,4.993141e-7,0.000001731055,0.00002669381,0.00002541978,0.00003903373,0.05275453,0.5484542,0.398483],"study_design_scores_gemma":[0.00009701608,0.00002790924,0.03196548,0.000001114709,0.000001083255,0.000001787579,0.0002133338,0.006713645,0.0001477923,0.1010678,0.8596985,0.00006445613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03531992,0.00001601054,0.09594119,0.006659961,0.0007972583,0.00005687972,0.000001419832,0.0001165738,0.8610908],"genre_scores_gemma":[0.9334439,2.633569e-7,0.002277385,0.001877493,0.00003667732,1.583213e-7,9.54434e-7,5.95192e-7,0.06236256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.898124,"threshold_uncertainty_score":0.9990675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2606737822999507,"score_gpt":0.4624676983451893,"score_spread":0.2017939160452386,"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."}}