{"id":"W4319999745","doi":"10.1016/b978-0-12-817832-4.00003-1","title":"Use of nanomaterials in geopolymers","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geopolymer; Nanomaterials; Materials science; Metakaolin; Durability; Carbonation; Compressive strength; Flexural strength; Superplasticizer; Composite material; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001580224,0.0006375296,0.0002885135,0.0008123321,0.0003724606,0.001214283,0.0003462109,0.0008153997,0.01747357],"category_scores_gemma":[0.0001274848,0.0002643868,0.0003015044,0.0008694797,0.0003735032,0.001542144,0.0006741661,0.0006842623,0.009301879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004610126,"about_ca_system_score_gemma":0.0002841699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004201755,"about_ca_topic_score_gemma":0.00149804,"domain_scores_codex":[0.9999019,0.000008786041,0.000004089483,0.00001902436,0.00005794039,0.00000828142],"domain_scores_gemma":[0.9999546,0.00002171945,0.000003881343,0.000006454193,0.00001023653,0.000003105142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004130114,0.0001450102,0.0001763223,0.001399286,0.00001457085,0.0005549387,0.000334241,0.001004631,0.150212,0.1690687,0.03960966,0.6374394],"study_design_scores_gemma":[0.000001826177,0.00003776805,0.0002320676,0.0001881361,0.000006319727,0.0004626353,0.00005816547,0.0002519041,0.04025073,0.009566907,0.9489357,0.000007947606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009907655,0.1359177,0.01596654,0.001037699,0.001673016,0.00005253349,0.0002375942,0.0002609188,0.8349463],"genre_scores_gemma":[0.02822193,0.09958515,0.009831574,0.0004377421,0.0003351618,0.0000564844,0.0001798446,0.0001318257,0.8612202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01747357,"threshold_uncertainty_score":0.05845493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0401538810682619,"score_gpt":0.2479844892552205,"score_spread":0.2078306081869586,"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."}}