{"id":"W4200021665","doi":"10.1201/9781003196143","title":"Nanotechnology for Smart Concrete","year":2021,"lang":"en","type":"book","venue":"","topic":"Advanced Energy Technologies and Civil Engineering Innovations","field":"Energy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanotechnology; Materials science; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004105577,0.0003085666,0.000428382,0.0001935521,0.00008006742,0.00001648205,0.0003381091,0.001142382,0.0005287108],"category_scores_gemma":[0.000154637,0.0003123942,0.0001706315,0.0001690646,0.00009918039,0.0000334688,0.0001442099,0.0003832165,0.00003536589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709051,"about_ca_system_score_gemma":0.0001635718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827347,"about_ca_topic_score_gemma":0.00012615,"domain_scores_codex":[0.9988179,0.000002705513,0.0003188362,0.0004189174,0.00009561098,0.000346026],"domain_scores_gemma":[0.9988822,0.0001020908,0.0001040039,0.0007005258,0.0001857533,0.00002544601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002142312,0.000001227769,8.746478e-8,0.00003794387,0.00008541075,0.000006556809,0.000001225094,0.001947273,0.0002800261,0.9134503,0.07172202,0.01246578],"study_design_scores_gemma":[0.0001912858,0.00004707806,1.52112e-7,0.00004786085,0.00002534469,0.000009689863,0.000011658,0.0004898752,0.002009248,0.08879024,0.9080377,0.0003399299],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004427093,0.000672393,0.1409158,0.0006177797,0.0006377919,0.0001466458,0.00004066232,0.002125132,0.8548394],"genre_scores_gemma":[0.0001143121,0.000184045,0.03030549,0.0002979306,0.0001522461,0.0002453514,0.0007332662,0.0001175549,0.9678498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8363156,"threshold_uncertainty_score":0.9999328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290166822147849,"score_gpt":0.2244814214169788,"score_spread":0.2115797531955003,"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."}}