{"id":"W7046292716","doi":"","title":"Decision support tools for life prediction and rehabilitation of concrete bridge decks","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Bridge (graph theory); Decision support system; Life cycle costing; Rehabilitation; Service life; Activity-based costing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002700193,0.00005610722,0.0001035489,0.00005111408,0.00004420345,0.00002743651,0.00005360732,0.00002150246,0.04456239],"category_scores_gemma":[0.0001816614,0.00005365413,0.00004194679,0.00007069499,0.00004606189,0.00004200522,0.00003511734,0.00003986862,0.000005653709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000293706,"about_ca_system_score_gemma":0.00005452079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004450448,"about_ca_topic_score_gemma":0.00000284998,"domain_scores_codex":[0.9993374,0.0000192463,0.0002148989,0.0001407861,0.0001694565,0.0001182035],"domain_scores_gemma":[0.9990449,0.0005671632,0.00005208304,0.000131086,0.0001323378,0.00007242839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001648009,0.00001913669,0.03708889,0.00002415514,0.00001275831,1.610086e-7,0.0001465012,7.251008e-7,0.02610711,0.004210661,0.05160443,0.8806207],"study_design_scores_gemma":[0.004645686,0.001563257,0.4889866,0.00008028875,0.00005199968,0.000001250435,0.0008172919,0.01260578,0.002502698,0.01144771,0.477064,0.0002334194],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315581,0.000004970667,0.01295086,0.0007660048,0.00006420803,0.0005778407,0.00008024188,0.000009691399,0.05398809],"genre_scores_gemma":[0.992698,0.000006775346,0.005954456,0.00002216042,0.00007756462,0.00008084155,0.00005165253,0.000005387821,0.00110312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8803872,"threshold_uncertainty_score":0.956311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02034619058641414,"score_gpt":0.2898209120083461,"score_spread":0.269474721421932,"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."}}