{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002921616,0.001617246,0.001373369,0.001451737,0.0005327714,0.001913908,0.001960319,0.001183081,0.004733293],"category_scores_gemma":[0.01098714,0.0008578631,0.001212762,0.000806959,0.0005233046,0.001514475,0.0008064029,0.001656449,0.001512199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007646752,"about_ca_system_score_gemma":0.0009589878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004607286,"about_ca_topic_score_gemma":0.002840422,"domain_scores_codex":[0.9987589,0.0003476887,0.0001766314,0.0001604981,0.0004847218,0.00007151542],"domain_scores_gemma":[0.9927723,0.005404518,0.0004762857,0.0004196265,0.0007782602,0.0001490903],"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":[0.0003800139,0.0003463522,0.004080773,0.0008273711,0.000311019,0.0004136887,0.0003358312,0.5947412,0.007894593,0.01830588,0.0117789,0.3605844],"study_design_scores_gemma":[0.0001014304,0.00006217721,0.0005005355,0.00009178317,0.00006625542,0.00007704544,0.00003483809,0.9756099,0.006382564,0.008545434,0.008490418,0.00003770771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01261409,0.0002819579,0.9598098,0.0002438696,0.00004791317,0.0001775243,0.0007617763,0.02394142,0.002121612],"genre_scores_gemma":[0.2464213,0.0006895011,0.7469793,0.0002126793,0.00006788051,0.0007627265,0.002002637,0.001040905,0.001823025],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004733293,"threshold_uncertainty_score":0.01583445,"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."}}