{"id":"W4412789448","doi":"10.1016/j.surfin.2025.107339","title":"Influence of cobalt content on the adhesion of TiAlN and AlTiN/TiSiN coatings on WC-Co substrates","year":2025,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Financiadora de Estudos e Projetos","keywords":"Materials science; Cobalt; Metallurgy; Adhesion; 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":[0.0002061937,0.0001185513,0.0002020116,0.00003790297,0.00003981283,0.00002071894,0.00008544556,0.00004905523,0.00001742378],"category_scores_gemma":[0.00005823191,0.00007494375,0.00002078113,0.00007373143,0.00007957835,0.00005499347,0.00003176312,0.0001064704,0.000002859373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005706335,"about_ca_system_score_gemma":0.000005976324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009596556,"about_ca_topic_score_gemma":0.00001922614,"domain_scores_codex":[0.9994125,0.00002762148,0.0002377522,0.0001180596,0.0001035856,0.0001005018],"domain_scores_gemma":[0.9996111,0.0001475983,0.00006382223,0.0001126143,0.00004242225,0.0000224676],"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":[0.0001011437,0.00003807383,0.002938263,0.0004450506,0.00007346774,7.920622e-7,0.0007905943,0.004176469,0.9758192,0.01284772,0.0007477037,0.00202152],"study_design_scores_gemma":[0.0001591101,0.0002572218,0.006037825,0.0004965278,0.00001217881,5.620573e-7,0.0005100972,0.004132269,0.9872243,0.0006653797,0.0004285057,0.00007604232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962944,0.001574973,0.00000834169,0.0001114223,0.0001526108,0.0001282368,0.00002110147,0.00002311287,0.001685836],"genre_scores_gemma":[0.9989521,0.0006986954,0.00003263624,0.00005345085,0.000003544034,0.000002653913,0.000001069298,0.000006073168,0.00024976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218234,"threshold_uncertainty_score":0.3056117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086291161099045,"score_gpt":0.2313138522857114,"score_spread":0.2104509406747209,"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."}}