{"id":"W3197441858","doi":"10.3390/ma14175007","title":"Ex Situ Examination of Matrix and Inclusions of API-X100 before and after Exposure to Bitumen at Elevated Temperature","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Autoclave; Asphalt; Scanning electron microscope; Materials science; Corrosion; Matrix (chemical analysis); Metallurgy; In situ; Composite material; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003225188,0.0001181942,0.0002707569,0.00007697928,0.00007444557,0.00005635089,0.00005266616,0.0001102828,0.001686134],"category_scores_gemma":[0.0000510684,0.0001009166,0.00001918425,0.0001290047,0.00005395015,0.0001408674,0.0003550037,0.00002485109,0.00001330711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002843018,"about_ca_system_score_gemma":0.00002025681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001709817,"about_ca_topic_score_gemma":0.00006139367,"domain_scores_codex":[0.9989423,0.0001283936,0.0003554681,0.0002497983,0.0001932302,0.0001308785],"domain_scores_gemma":[0.9994397,0.00002151191,0.0001111658,0.0001992841,0.0001621212,0.000066227],"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":[0.00007365696,0.00004096967,0.0009697984,0.0001169525,8.104788e-7,0.000007731285,0.001184191,6.857725e-7,0.9973392,0.00005374936,0.00007269101,0.0001395968],"study_design_scores_gemma":[0.0002876965,0.0001506155,0.09788113,0.0001213984,0.00002121346,0.00001890734,0.0001368641,3.648548e-7,0.9011814,0.00004701871,0.00006520004,0.00008821356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989079,0.0001033579,0.000007053017,0.0001133767,0.0002269337,0.0002254422,0.0003735646,0.00002040949,0.00002199708],"genre_scores_gemma":[0.9989152,0.0000202645,0.0003747343,0.00003810474,0.00003707709,0.00002475931,0.00006553132,0.00001253764,0.0005118112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09691133,"threshold_uncertainty_score":0.9992265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007149956509341734,"score_gpt":0.2454702911745354,"score_spread":0.2383203346651937,"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."}}