{"id":"W2159939908","doi":"10.1109/mim.2008.4630735","title":"Reconsidering the fundamentals","year":2008,"lang":"en","type":"article","venue":"IEEE Instrumentation & Measurement Magazine","topic":"Sensor Technology and Measurement Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instrumentation (computer programming); Event (particle physics); Column (typography); Engineering; Library science; Operations research; Management; Computer science; Telecommunications; Aeronautics; Operating system","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":[0.006194164,0.0008241087,0.0007262498,0.001636372,0.004921193,0.009097164,0.003100718,0.005708651,0.01735394],"category_scores_gemma":[0.01200311,0.0005502788,0.0006331843,0.000940398,0.01833188,0.02026305,0.004438042,0.01865822,0.01082586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004300276,"about_ca_system_score_gemma":0.005099903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007359072,"about_ca_topic_score_gemma":0.007206236,"domain_scores_codex":[0.9967559,0.0009772301,0.0001507953,0.0005997552,0.001089692,0.0004266541],"domain_scores_gemma":[0.9949865,0.002170417,0.0002087432,0.0004042983,0.001349114,0.0008808636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001426539,0.00002282648,0.0001577365,0.00009319286,0.000004545127,0.00006076326,0.0006148067,0.0001313793,0.0001145189,0.7054951,0.2657722,0.02751867],"study_design_scores_gemma":[0.000006526706,0.00002183526,0.0001132659,0.0002135826,0.000003107066,0.0001701118,0.0006128958,0.0002504443,0.00008985265,0.4574602,0.541039,0.00001927188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001774594,0.04543041,0.02332682,0.6886805,0.07907788,0.00004019294,0.0002033722,0.0002619133,0.1612043],"genre_scores_gemma":[0.1503077,0.08359867,0.044165,0.3534232,0.1081142,0.000368932,0.0003975237,0.0008563025,0.2587684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01735394,"threshold_uncertainty_score":0.05805475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2014287028959412,"score_gpt":0.2595575732280853,"score_spread":0.05812887033214406,"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."}}