{"id":"W2044211161","doi":"10.1520/jte100475","title":"Deicer Salt Scaling Resistance of Concrete Containing Manufactured Sands","year":2006,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Aggregate (composite); Geotechnical engineering; Materials science; Geology; Metallurgy; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.001564737,0.00005400666,0.0001188765,0.00003445377,0.00006923744,0.00002614316,0.00004069916,0.00003132719,0.00008780194],"category_scores_gemma":[0.00048334,0.0000464175,0.0000218282,0.0000735626,0.00005984154,0.000203476,0.00001579517,0.00005265241,0.000002067719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007557168,"about_ca_system_score_gemma":0.00001742174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001363118,"about_ca_topic_score_gemma":0.00002585511,"domain_scores_codex":[0.999063,0.00008021398,0.0003581627,0.00007152713,0.0003496054,0.00007751518],"domain_scores_gemma":[0.9991765,0.0001450105,0.0005350224,0.00004769246,0.00007204991,0.00002372731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001359026,0.000004937085,0.4635421,0.0000215354,0.00001113774,0.000002374357,0.0001767467,0.008264652,0.5155765,0.0000121428,0.0003768456,0.01187506],"study_design_scores_gemma":[0.001099686,0.0001379865,0.938816,0.0002671024,0.0001117507,0.0001095398,0.0001003418,0.008361405,0.04683964,0.003923795,0.0001300027,0.0001028008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984061,0.0001179819,0.0002191955,0.0000546572,0.0001829771,0.00005564569,7.233159e-7,0.000005143858,0.0009575677],"genre_scores_gemma":[0.9873161,0.000002896447,0.01254233,0.00001126654,0.0001111795,7.342541e-7,9.325009e-7,0.000004318169,0.00001027946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4752738,"threshold_uncertainty_score":0.1892851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238661490590433,"score_gpt":0.2637256303600138,"score_spread":0.2398594813009705,"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."}}