{"id":"W119764546","doi":"10.5006/c2008-08143","title":"Evaluation of Classification and Prioritization Criteria Based on the Results of Direct Examinations","year":2008,"lang":"en","type":"article","venue":"","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spectra Energy (Canada); Union Gas (Canada)","funders":"","keywords":"Prioritization; Computer science; Reliability engineering; Engineering; Management science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03118698,0.0009463509,0.00109421,0.008192438,0.001107516,0.003701391,0.001443667,0.0007049395,0.001675238],"category_scores_gemma":[0.08910756,0.0003118924,0.0006068913,0.002916719,0.0008876075,0.001440642,0.001557793,0.0006168555,0.0004942038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004313912,"about_ca_system_score_gemma":0.004422103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03631959,"about_ca_topic_score_gemma":0.04349541,"domain_scores_codex":[0.9675624,0.01232425,0.003334383,0.001544207,0.01408174,0.001153086],"domain_scores_gemma":[0.8557405,0.05403829,0.007792356,0.003305144,0.07668734,0.002436347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001932607,0.0008262362,0.5293859,0.0007349257,0.0003457768,0.0003738696,0.002613878,0.03251781,0.02382754,0.002740277,0.004911684,0.3997895],"study_design_scores_gemma":[0.0003710347,0.003246315,0.509091,0.0005133791,0.0005031595,0.0006185009,0.007129851,0.3860524,0.07597829,0.003779589,0.01234124,0.0003753412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9216229,0.0007152756,0.06171374,0.0005214357,0.00009438978,0.001015021,0.0006784893,0.0004076303,0.01323107],"genre_scores_gemma":[0.9355317,0.0001407433,0.06190856,0.00003968308,0.00001641944,0.000133535,0.000447829,0.00003609741,0.00174548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03631959,"threshold_uncertainty_score":0.1649345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04800527808493418,"score_gpt":0.2629691866191002,"score_spread":0.2149639085341661,"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."}}