{"id":"W6987783175","doi":"","title":"Understanding and Prediction of Thermohydraulic Phenomena Relevant to Supercritical Water Cooled Reactors (SCWRs) - Final Report of a Coordinated Research Project","year":2020,"lang":"en","type":"other","venue":"CINECA IRIS Institutial research information system (University of Pisa)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Supercritical fluid; Coolant; Thermal hydraulics; Benchmark (surveying); Heat transfer; Heat exchanger; High pressure; Water cooled","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006656046,0.0003728948,0.001148391,0.005689776,0.0004564414,0.00007684325,0.0008120061,0.0006100025,0.0002730941],"category_scores_gemma":[0.001793396,0.0003613139,0.000160637,0.002812169,0.002097496,0.001128031,0.0009151159,0.00109648,0.0002539635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001835324,"about_ca_system_score_gemma":0.001629217,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008837921,"about_ca_topic_score_gemma":0.0003405433,"domain_scores_codex":[0.9927371,0.001144873,0.001143639,0.0005833406,0.00351886,0.0008722306],"domain_scores_gemma":[0.9961388,0.0002995484,0.0002231722,0.0008543571,0.002027006,0.0004571891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009817406,0.0004223206,0.00115172,0.0279713,0.001588859,0.0007122011,0.05704472,0.0001181088,0.09294152,0.0276954,0.7800332,0.0005032078],"study_design_scores_gemma":[0.01159905,0.00436308,0.001213864,0.015,0.0004118451,0.0005081629,0.2081239,0.008421867,0.007329967,0.0000656119,0.7416496,0.001313095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08352322,0.0001065254,0.0237637,0.000920332,0.000538795,0.01059004,0.004931906,0.0006271556,0.8749983],"genre_scores_gemma":[0.9955055,0.00004530978,0.0003279771,0.000004113268,0.0001323011,0.00001117148,0.0006507641,0.0001439317,0.003178995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9119822,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3077601935158683,"score_gpt":0.3522853607868162,"score_spread":0.04452516727094796,"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."}}