{"id":"W4225695823","doi":"10.14447/jnmes.v24i4.a08","title":"Investigation on Strength, Shrinkage and Hydrogen Ion Concentration of Magnesium Binder Blended Cement Concrete","year":2021,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Magnesium Oxide Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shrinkage; Magnesium; Materials science; Cement; Composite material; Metallurgy; Hydrogen; Chemistry","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":[0.0004810002,0.0001385407,0.0003771175,0.00003208113,0.00005647552,0.0001018903,0.0001229837,0.00009471012,0.0001222953],"category_scores_gemma":[0.0001535039,0.0001112456,0.00005582918,0.00007984298,0.00004571797,0.0001319865,0.000025489,0.00005543721,0.000003156397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008161071,"about_ca_system_score_gemma":0.0002438763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002680524,"about_ca_topic_score_gemma":0.000001041768,"domain_scores_codex":[0.9983519,0.0000911425,0.0008105366,0.000193186,0.0003432714,0.0002099907],"domain_scores_gemma":[0.9985834,0.00008468864,0.0006674131,0.0001419872,0.0003850471,0.0001375061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001929765,0.00001357123,0.0000115918,0.0002517252,0.00001299007,0.000001167722,0.00009892175,0.00001111509,0.9970353,0.001908339,0.0004250412,0.0000373009],"study_design_scores_gemma":[0.0007672413,0.0003834665,0.00001654006,0.0001040845,0.00006115156,0.00006410385,0.00008872703,0.00009633107,0.9969627,0.0004821389,0.00086194,0.0001115681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976795,0.0005091142,0.0005368348,0.0005694142,0.0002810927,0.000337409,0.00002612558,0.00001136012,0.00004908823],"genre_scores_gemma":[0.998894,0.00004645266,0.0003573535,0.00006106398,0.0004427062,0.0000234471,0.00002096441,0.00001429417,0.0001397386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0014262,"threshold_uncertainty_score":0.4536462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468368271296817,"score_gpt":0.2367752863326781,"score_spread":0.2120916036197099,"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."}}