{"id":"W1981930660","doi":"10.3141/2329-01","title":"Water Spray Endurance Test Investigation","year":2013,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Hard rime; Glaze; Icing; Chemistry; Brine; Chloride; Environmental science; Materials science; Meteorology; Composite material; Metallurgy; Organic 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002303151,0.0002413994,0.000354764,0.0009344777,0.0004507991,0.0001807477,0.0009766113,0.0002350578,0.0003178863],"category_scores_gemma":[0.0002282065,0.0001569529,0.0002235557,0.001343385,0.0006061342,0.0008582454,0.000006279755,0.002362784,0.0001944894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962657,"about_ca_system_score_gemma":0.0001353831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003610909,"about_ca_topic_score_gemma":0.005342793,"domain_scores_codex":[0.9951146,0.0003390526,0.001090999,0.0002655849,0.002253071,0.0009366618],"domain_scores_gemma":[0.9960645,0.000804269,0.0001324574,0.0004900412,0.002250429,0.0002582831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002517972,0.0002409022,0.5252618,0.001028979,0.000290302,0.0001671402,0.00899839,0.01933392,0.3180463,0.001837761,0.08281317,0.04172955],"study_design_scores_gemma":[0.0007767822,0.0002929317,0.7648472,0.0003680495,0.00002433888,0.000001250713,0.001289883,0.00068047,0.2171618,0.008257067,0.006055964,0.0002443003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926152,0.0000979835,0.001696529,0.003817282,0.0005332018,0.0007297895,0.00001785856,0.0001932341,0.0002989509],"genre_scores_gemma":[0.9970351,0.0004754309,0.001601408,0.00004026655,0.0001538295,0.0001033601,0.00001279522,0.0000649821,0.0005127755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395854,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05981417957439567,"score_gpt":0.3147689116026102,"score_spread":0.2549547320282146,"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."}}