{"id":"W1965683939","doi":"10.1016/s0257-8972(03)00663-7","title":"Characterization of chemically bonded composite sol–gel based alumina coatings on steel substrates","year":2003,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; National Research Council Canada","funders":"","keywords":"Materials science; Microstructure; Coating; Composite material; Composite number; Indentation; Toughness; Porosity; Elastic modulus; Substrate (aquarium)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001953783,0.0003188696,0.0003210941,0.0003067928,0.0002244996,0.0002359542,0.0003557066,0.0003493796,0.000781937],"category_scores_gemma":[0.0004279395,0.0002769571,0.0002546434,0.0002041948,0.0001725813,0.0001552341,0.0001096344,0.0003077155,0.0002656755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002395333,"about_ca_system_score_gemma":0.0001543406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150148,"about_ca_topic_score_gemma":0.002478262,"domain_scores_codex":[0.9997775,0.00002128807,0.00001502722,0.00003455395,0.0001188392,0.00003278529],"domain_scores_gemma":[0.9996685,0.00006836103,0.00005954821,0.00003069635,0.0001458982,0.00002705814],"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":[0.00002429771,0.000003649372,0.0000620096,0.00001524288,0.000002579481,0.00001399464,0.00001014393,0.00003532776,0.9995124,0.000004573864,0.000006131162,0.0003095354],"study_design_scores_gemma":[0.000003241517,0.0001187988,0.002632074,0.000002021973,0.000008606175,0.00003628211,0.00001821861,0.0005601986,0.9963581,0.000004207873,0.0002558826,0.000002419505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995838,0.0007934978,0.002376893,0.00002023816,0.00001877629,0.00001716483,0.0000933593,0.00003419688,0.0008078374],"genre_scores_gemma":[0.9939607,0.0004125012,0.003675709,0.00002136105,0.000008829073,0.00001817679,0.0001922872,0.00002231027,0.00168817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001150148,"threshold_uncertainty_score":0.002615809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01091803673884654,"score_gpt":0.2322183415511511,"score_spread":0.2213003048123046,"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."}}