{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000436297,0.0001253563,0.00015786,0.0001058375,0.0002443658,0.00008382625,0.00008074058,0.0000756521,0.0001620863],"category_scores_gemma":[0.0004031761,0.00009838938,0.0000603246,0.0001477346,0.000008311855,0.0003313787,0.00003938987,0.00007586664,0.00003903998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004787082,"about_ca_system_score_gemma":0.00001740698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001548831,"about_ca_topic_score_gemma":0.0001193249,"domain_scores_codex":[0.9989877,0.00003594386,0.0003088598,0.0002423845,0.0001465719,0.0002785919],"domain_scores_gemma":[0.9991165,0.0003636116,0.00009226136,0.000151031,0.0002311658,0.00004544531],"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":[0.0003761973,0.0004982791,0.006630717,0.000990399,0.0002961116,0.000006989406,0.1408765,0.7415084,0.03447822,0.04875231,0.02049301,0.00509289],"study_design_scores_gemma":[0.000384567,0.00004586417,0.000028477,0.00004390202,0.00002703251,0.000001630061,0.001336139,0.9755058,0.006613255,0.01511568,0.0007304807,0.0001671932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4136344,7.33529e-7,0.5840104,0.000145353,0.0001220889,0.0003493665,0.000003190942,0.0003572334,0.001377241],"genre_scores_gemma":[0.9293132,7.114189e-7,0.06827612,0.0002009218,0.0002004518,0.00003697856,0.00006002267,0.00004946713,0.001862119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5157343,"threshold_uncertainty_score":0.4012202,"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."}}