{"id":"W3022287264","doi":"10.14288/1.0378546","title":"Leaky Condo 2.0","year":2019,"lang":"en","type":"article","venue":"Open Collections","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002690841,0.00007959842,0.0001415164,0.00006355689,0.0006148139,0.002081214,0.001452996,0.00004959315,0.0004748863],"category_scores_gemma":[0.00002043604,0.00007800812,0.00003969834,0.001096084,0.00001302541,0.0007057399,0.0004605913,0.00009993261,0.0004415656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007470667,"about_ca_system_score_gemma":0.0001400039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082275,"about_ca_topic_score_gemma":0.0001919533,"domain_scores_codex":[0.9991714,0.00008399599,0.0001563736,0.0002923028,0.0001315568,0.0001643768],"domain_scores_gemma":[0.9990226,0.00007914209,0.00005744961,0.0007059044,0.00008194218,0.00005298064],"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":[0.000002371012,0.0000399543,0.00007168171,0.000004485153,0.00001446091,0.000003136139,0.000125518,0.00001343092,0.001346916,0.03734514,0.9603702,0.0006627377],"study_design_scores_gemma":[0.0008156521,0.0003675268,0.000108774,0.00005902105,0.000006465845,0.0001476514,0.0001035983,0.01253839,0.02099854,0.0354778,0.9289049,0.0004716712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009850425,0.00001412422,0.1966677,0.0002041595,0.0004296883,0.0007773887,0.000001783931,0.0002977868,0.8015089],"genre_scores_gemma":[0.07309314,0.000003864678,0.05686162,0.0003277887,0.00003146279,0.0002131835,9.352124e-7,0.0000119672,0.8694561],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.139806,"threshold_uncertainty_score":0.9989547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192421596293967,"score_gpt":0.2760151568570277,"score_spread":0.254090940894088,"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."}}