{"id":"W4411116883","doi":"10.1016/j.jobe.2025.113112","title":"One part geopolymers: A comprehensive review of advances and key challenges","year":2025,"lang":"en","type":"review","venue":"Journal of Building Engineering","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Key (lock); Construction engineering; Engineering; Computer science; Forensic engineering; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003658487,0.0002888582,0.001978755,0.0004227251,0.00001504291,0.00002286507,0.0002579033,0.0001142293,0.00002797896],"category_scores_gemma":[0.0001244625,0.000265676,0.0002873069,0.0002139936,0.00001843261,0.0001511549,0.00008831513,0.000376544,6.803533e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000622739,"about_ca_system_score_gemma":0.00006825908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.221447e-7,"about_ca_topic_score_gemma":9.006118e-8,"domain_scores_codex":[0.9983096,0.00004293344,0.0009758175,0.0001295321,0.0003009963,0.0002411861],"domain_scores_gemma":[0.9989968,0.0003223493,0.000285184,0.0001848838,0.0001216988,0.00008911247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000121326,0.000003497249,3.467792e-8,0.5001118,0.000270694,0.000007856304,0.00001105932,0.0001312924,0.00009139485,0.00004393381,0.0001056993,0.4992215],"study_design_scores_gemma":[0.00007835921,0.00003560818,2.394476e-7,0.3274724,0.0003203911,0.00003529848,0.00000573185,0.00004161515,0.000125083,0.000003063245,0.6717364,0.0001457822],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002429476,0.9987454,0.0002726644,0.00001613582,0.0005482902,0.0002149181,0.00001435729,0.00003178842,0.0001321148],"genre_scores_gemma":[0.0000114831,0.9987308,0.0009291398,0.000005528714,0.0002577485,0.00001293272,0.000002914808,0.00004108038,0.000008339473],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6716307,"threshold_uncertainty_score":0.9999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04632818065689152,"score_gpt":0.3179565549184608,"score_spread":0.2716283742615693,"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."}}