{"id":"W4390520494","doi":"10.23977/jaip.2023.060810","title":"The current research status of knowledge graph in bridge and its application prospects","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Current (fluid); Computer science; Graph; Engineering; Theoretical computer science; Electrical engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001564243,0.00005681891,0.00009392916,0.0002959673,0.00008994418,0.00005056483,0.00010819,0.00003386953,0.000002937539],"category_scores_gemma":[0.001200229,0.00004378448,0.00002769209,0.001040223,0.00007486521,0.0003817233,0.00001991106,0.0005388302,0.00003276911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006325821,"about_ca_system_score_gemma":0.00008530624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001487963,"about_ca_topic_score_gemma":0.0001219564,"domain_scores_codex":[0.998867,0.0001196128,0.0004916599,0.00007128823,0.0002535554,0.0001968311],"domain_scores_gemma":[0.9982701,0.0007762744,0.0001521974,0.00008171913,0.0006625635,0.0000571749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008646829,0.00005145709,0.0003417394,0.00004218317,0.00001523379,0.00000219974,0.001620821,0.001407167,0.005599549,0.06104754,0.0002181139,0.9295675],"study_design_scores_gemma":[0.0002230243,0.0006664797,0.03721086,0.0005433096,0.00008696253,0.0001961362,0.01610869,0.3303649,0.2385437,0.185215,0.1903576,0.0004832501],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353547,0.02265966,0.0329865,0.001714967,0.00283479,0.0007410879,0.000007030549,0.00007352439,0.003627816],"genre_scores_gemma":[0.9891729,0.01059193,0.00007686354,0.000001616347,0.0001294733,0.00001122329,3.781071e-7,0.000007100629,0.000008498826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9290843,"threshold_uncertainty_score":0.2340979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044137988510431,"score_gpt":0.4091796339074222,"score_spread":0.3047658350563791,"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."}}