{"id":"W6912817094","doi":"10.5281/zenodo.7515509","title":"Modelling Sustainable Active Protective Coatings","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"Horizon 2020 Framework Programme","keywords":"Table (database); Event (particle physics); Sustainable development; European commission; Sustainability","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":[0.0003160344,0.001007535,0.0008829454,0.0006165134,0.0003808414,0.001497809,0.001435087,0.002663969,0.006529149],"category_scores_gemma":[0.001139108,0.0005819294,0.0010946,0.0004977951,0.0006435147,0.001071966,0.0009494157,0.0007628356,0.0009171369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079916,"about_ca_system_score_gemma":0.0009597419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007249766,"about_ca_topic_score_gemma":0.00495771,"domain_scores_codex":[0.999711,0.0000614973,0.00001237089,0.00004983235,0.0001147029,0.00005060812],"domain_scores_gemma":[0.9997111,0.0001292184,0.0000352261,0.00002583967,0.00007403828,0.00002453788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002138477,0.00002509326,0.0002576254,0.000160222,0.00002803002,0.00007839474,0.00003784571,0.9451452,0.002827707,0.04526015,0.001335799,0.004822451],"study_design_scores_gemma":[0.00001604105,0.00002199882,0.0001484562,0.00002198339,0.00001014409,0.00003710746,0.00002231384,0.9756527,0.0005658554,0.01622285,0.00727204,0.000008651137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1375118,0.008949404,0.6048663,0.002343707,0.000796274,0.0003196567,0.003198456,0.0007494448,0.241265],"genre_scores_gemma":[0.8512151,0.005561462,0.0629466,0.0002743836,0.0002003361,0.0006336406,0.002153459,0.0003933283,0.07662173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007249766,"threshold_uncertainty_score":0.02184218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04627611767225537,"score_gpt":0.2593141857615708,"score_spread":0.2130380680893155,"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."}}