{"id":"W4412070148","doi":"10.5006/4755","title":"Reflecting on the Design and Implementation of a Corrosion Course","year":2025,"lang":"en","type":"article","venue":"CORROSION","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Corrosion; Course (navigation); Forensic engineering; Metallurgy; Engineering; Materials science","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":[0.0003530838,0.00004298973,0.0000472242,0.00004647553,0.0001988132,0.00005374053,0.0002295093,0.00001589836,0.000008542937],"category_scores_gemma":[0.00003021409,0.00002913161,0.00001482512,0.0003014359,0.00003041549,0.00008362905,0.0001454011,0.00005770792,0.000008510897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001840991,"about_ca_system_score_gemma":0.00006702272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000168629,"about_ca_topic_score_gemma":0.000003415792,"domain_scores_codex":[0.999477,0.00006514465,0.00008795088,0.0001391305,0.0001331978,0.00009757963],"domain_scores_gemma":[0.9993886,0.0002644186,0.00004366077,0.000221689,0.00005693284,0.00002473207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002415605,0.00009107048,0.001272799,0.00001978089,0.000001511535,0.000001038848,0.0005759097,0.00006776302,0.3601989,0.387977,0.01454519,0.2352249],"study_design_scores_gemma":[0.0009629044,0.0005339971,0.0143162,0.0002537146,0.00002013675,0.000003345408,0.001472817,0.07886052,0.8788943,0.02010904,0.004387033,0.0001859434],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02602388,0.00005130113,0.9702294,0.002121889,0.00006598166,0.0003503347,0.000001238829,0.00002858928,0.001127324],"genre_scores_gemma":[0.9954318,0.00004803859,0.004155242,0.0001836379,0.000004922905,0.0000288074,9.984757e-7,0.000001590133,0.00014494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9694079,"threshold_uncertainty_score":0.152913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07727846987594506,"score_gpt":0.408320365405626,"score_spread":0.3310418955296809,"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."}}