{"id":"W2897550686","doi":"10.13005/ojc/340514","title":"Calcareous Deposits and Effects on Steels Surfaces in Seawater – A Review and Experimental Study","year":2018,"lang":"en","type":"review","venue":"Oriental Journal Of Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Aragonite; Calcite; Calcareous; Seawater; Metallurgy; Corrosion; Artificial seawater; Carbonate; Magnesium; Calcium carbonate; Precipitation; Austenite; Solubility; Mineralogy; Materials science; Chemistry; Geology; Microstructure; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003649127,0.0002906831,0.001078333,0.00004300066,0.00005467549,0.00007474835,0.0001499941,0.000119088,0.00008776951],"category_scores_gemma":[0.00002588374,0.0002029784,0.000116179,0.00008476778,0.00007099428,0.000127681,0.0001296173,0.0002515524,0.000007495203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318965,"about_ca_system_score_gemma":0.00005298748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003394585,"about_ca_topic_score_gemma":8.300128e-7,"domain_scores_codex":[0.9984403,0.000136443,0.0006367817,0.0002938082,0.0003220596,0.000170597],"domain_scores_gemma":[0.9991571,0.00006265969,0.0004430034,0.0001495216,0.00004995697,0.0001377371],"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":[0.000341069,0.004976087,0.001057998,0.1883602,0.00006949944,0.00353413,0.002088826,4.062163e-7,0.646584,6.701401e-7,0.002951627,0.1500355],"study_design_scores_gemma":[0.001521663,0.002089812,0.00003286962,0.1249247,0.001232776,0.003050588,0.0003239894,1.454876e-7,0.838738,0.000001528744,0.02741375,0.0006702331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4246602,0.5749141,1.501848e-7,0.000002513297,0.0001134005,0.0002700456,0.000006239194,0.000003311817,0.00003006736],"genre_scores_gemma":[0.1586692,0.8410766,0.00001209509,0.00002887685,0.000107473,0.00002009913,0.000005491001,0.0000212972,0.00005889948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2661625,"threshold_uncertainty_score":0.8277218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993006478829346,"score_gpt":0.327083877757428,"score_spread":0.3071538129691345,"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."}}