{"id":"W34515990","doi":"10.1080/03740463.2013.776242","title":"Guide for Application of direct real-time monitoring systems","year":2012,"lang":"en","type":"article","venue":"Open Repository and Bibliography (University of Liège)","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro One (Canada)","funders":"","keywords":"Computer science","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":[0.000576832,0.00007642301,0.0002112608,0.001868641,0.0002174038,0.00003808047,0.0006619007,0.0000936908,4.088545e-7],"category_scores_gemma":[3.322516e-7,0.00008310782,0.00007956816,0.00265421,0.00007875476,0.0007532575,0.00009209405,0.00003554982,9.219646e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006465646,"about_ca_system_score_gemma":0.00001003302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002211378,"about_ca_topic_score_gemma":7.492623e-7,"domain_scores_codex":[0.9993041,0.00006634273,0.0001482358,0.0001998403,0.0001374315,0.0001440639],"domain_scores_gemma":[0.9990982,0.00006815732,0.0002574228,0.0003702086,0.0001425908,0.0000634169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002769521,0.00008486827,0.6631117,0.00009842851,0.00009434864,9.7417e-7,0.0002351731,0.000003520946,0.3308972,0.002800093,0.0022957,0.0003502484],"study_design_scores_gemma":[0.00184501,0.0005561569,0.7408239,0.0004531379,0.0002549812,0.00006179939,0.002171555,0.00145121,0.2377144,0.0001346204,0.01388218,0.0006510369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8483525,0.002680527,0.09109516,0.000152846,0.001144106,0.002057829,0.00001494919,0.0002583902,0.0542437],"genre_scores_gemma":[0.9907042,0.000267454,0.008437114,0.000001215108,0.0000386261,0.000003169969,9.501482e-7,0.000003257828,0.0005440458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1423517,"threshold_uncertainty_score":0.3389038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369881650319688,"score_gpt":0.2425811725822155,"score_spread":0.2188823560790187,"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."}}