{"id":"W3170038806","doi":"10.1007/s11432-020-3001-7","title":"New health-state assessment model based on belief rule base with interpretability","year":2021,"lang":"en","type":"article","venue":"Science China Information Sciences","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Interpretability; Computer science; Reliability (semiconductor); Machine learning; Artificial intelligence; Constraint (computer-aided design); Process (computing); Knowledge base; Expert system; State (computer science); Data mining; Engineering; Algorithm","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01651554,0.000230988,0.0003939913,0.001019765,0.002068815,0.002439665,0.002092144,0.00003614662,0.0004629973],"category_scores_gemma":[0.00238095,0.0001413477,0.0001459217,0.009248196,0.001399925,0.007770927,0.0002461673,0.0002469103,0.0002135498],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002710737,"about_ca_system_score_gemma":0.01063188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002649352,"about_ca_topic_score_gemma":0.0002033628,"domain_scores_codex":[0.9907266,0.0002262055,0.001164659,0.0008255732,0.006400606,0.0006563013],"domain_scores_gemma":[0.9963074,0.000435903,0.0006894444,0.001083477,0.000911205,0.0005726218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002382077,0.00005716836,0.006214294,0.000004852851,0.000002441006,0.000001084548,0.002495067,0.6915959,0.00004841618,0.003214106,0.0008484296,0.2954944],"study_design_scores_gemma":[0.0002897958,0.0002352406,0.02976751,0.00003237619,0.000003668708,0.000004546734,0.00157953,0.9417062,0.000828838,0.02432814,0.001016718,0.0002073704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06897674,0.00001892247,0.8631713,0.02546887,0.0002807635,0.0002236205,0.00003473095,0.00006730129,0.04175774],"genre_scores_gemma":[0.8905749,0.00001798472,0.1054316,0.003545935,0.00001395171,0.000008626424,0.000006503093,0.00000292332,0.0003975962],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8215982,"threshold_uncertainty_score":0.9992304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04434470779354568,"score_gpt":0.3944301441682606,"score_spread":0.3500854363747149,"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."}}