{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004401556,0.0009839048,0.001257319,0.00302939,0.0003285702,0.0008212724,0.000733402,0.0008372443,0.002322614],"category_scores_gemma":[0.0005498242,0.0003618409,0.0005018868,0.002871744,0.0004095307,0.001090254,0.0004870043,0.0007395187,0.0009824871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003341495,"about_ca_system_score_gemma":0.0009086815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001310523,"about_ca_topic_score_gemma":0.001955419,"domain_scores_codex":[0.9997874,0.00002019305,0.00004257244,0.00005190846,0.00008092363,0.00001703069],"domain_scores_gemma":[0.9996177,0.0001593734,0.00007156068,0.00001327312,0.0001159558,0.0000221053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001022698,0.0001858756,0.0006757499,0.07617386,0.000150427,0.0004508175,0.0002580582,0.0007326275,0.01152122,0.004270101,0.01220987,0.8932691],"study_design_scores_gemma":[0.00000996834,0.0003471269,0.003351517,0.006379814,0.0002804758,0.002971893,0.0002478428,0.0001962628,0.005096822,0.001305002,0.9797671,0.00004624901],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000527725,0.9984133,0.0001159537,0.00006646972,0.0001096946,0.000005172495,0.00001669162,0.000004656544,0.0007402614],"genre_scores_gemma":[0.002026973,0.9971476,0.0001779901,0.00004749946,0.00009970352,0.000005677261,0.00002272735,0.00000132081,0.0004704283],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00302939,"threshold_uncertainty_score":0.007769942,"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."}}