{"id":"W2461096034","doi":"10.1001/jama.2010.1118","title":"Maintenance","year":2010,"lang":"en","type":"article","venue":"JAMA","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kimberly-Clark (Canada)","funders":"","keywords":"Medicine; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00003918735,0.00005896713,0.00005065035,0.00002091682,0.00002147072,0.00002580647,0.00008488393,0.00005633619,0.00007668282],"category_scores_gemma":[0.00002720056,0.00005049688,0.00002124464,0.00004622574,0.00001465166,0.00008745727,0.00001025726,0.000253431,0.0000907141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009542834,"about_ca_system_score_gemma":0.000003499106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003684743,"about_ca_topic_score_gemma":0.00000945358,"domain_scores_codex":[0.9996645,0.000001170751,0.00005901531,0.00005701894,0.00004828709,0.0001699537],"domain_scores_gemma":[0.9997953,0.000007755611,0.000005778049,0.0001352785,0.00002215261,0.00003371972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007739687,0.000005972498,0.00399274,0.00004814634,0.0000245579,0.00004429401,0.0004107692,0.001380741,0.4521645,0.02154748,0.09612695,0.4242461],"study_design_scores_gemma":[0.0005383805,0.00001066817,0.05071016,0.00002461141,0.000004801062,0.00004698766,0.0000618464,0.004970482,0.09254219,0.00311777,0.8476961,0.0002760282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793522,0.00002504761,0.002757665,0.0001560888,0.00454107,0.00004873088,0.000002631489,0.0003947309,0.1127219],"genre_scores_gemma":[0.9958042,0.000006416629,0.002794166,0.00007765142,0.0008971525,0.000005205719,8.620699e-7,0.00001499489,0.0003993872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7515691,"threshold_uncertainty_score":0.2059203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003136984138405052,"score_gpt":0.1910149112174502,"score_spread":0.1878779270790452,"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."}}