{"id":"W4409501166","doi":"10.5006/c2023-19199","title":"Making It Last: an Interactive Lifecycle Calculator for Selecting Water Tank Coatings","year":2023,"lang":"en","type":"article","venue":"","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Protective Association","funders":"","keywords":"Calculator; Computer science; System lifecycle; Process engineering; Systems engineering; Engineering; Application lifecycle management; Operating system; Software","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":[0.002260408,0.001574701,0.0007001741,0.003966759,0.000717462,0.002463856,0.001797309,0.001028219,0.09117611],"category_scores_gemma":[0.009760684,0.0007357214,0.0008182579,0.002459016,0.000344028,0.002070732,0.001309774,0.0009646519,0.01226466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009204092,"about_ca_system_score_gemma":0.001149636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004160665,"about_ca_topic_score_gemma":0.005076826,"domain_scores_codex":[0.9992177,0.0001525934,0.0001144811,0.0001345839,0.0003356051,0.00004498971],"domain_scores_gemma":[0.9947467,0.003625941,0.0002347848,0.000327339,0.0009278678,0.0001372568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001368582,0.0007314949,0.01468932,0.0021293,0.0002137163,0.001120041,0.00141544,0.06464782,0.01217627,0.02591686,0.2611087,0.6144824],"study_design_scores_gemma":[0.0008447057,0.0002826691,0.006649117,0.0004514641,0.0001322881,0.0004776745,0.0004522307,0.7261857,0.0239736,0.02105892,0.2192642,0.0002274154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01720945,0.0003679978,0.6458481,0.0004459939,0.0002334428,0.0009662812,0.01506855,0.2948154,0.02504482],"genre_scores_gemma":[0.1369025,0.0006024222,0.809244,0.0002724363,0.00008294606,0.001991845,0.01633542,0.01691562,0.01765285],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.09117611,"threshold_uncertainty_score":0.3050145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.137239997545088,"score_gpt":0.4107614603343179,"score_spread":0.2735214627892299,"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."}}