{"id":"W3201275819","doi":"10.1520/stp162220190040","title":"Development of Thermokinetic Tools for Phase Transformation Studies of Zr Alloys for Both In-Service and LOCA Conditions","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Centre in Green Chemistry and Catalysis; Safran Electronics (Canada)","funders":"","keywords":"Nuclear engineering; Service (business); Phase (matter); Materials science; Engineering; Business; Physics","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":[0.001000452,0.0009095321,0.001032243,0.00134487,0.0004284273,0.001030495,0.001748452,0.0008095449,0.009451295],"category_scores_gemma":[0.002217504,0.0006957385,0.0008367355,0.001300358,0.0002744808,0.001440832,0.0009736138,0.001317334,0.003005581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004755294,"about_ca_system_score_gemma":0.001137359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00124434,"about_ca_topic_score_gemma":0.001238433,"domain_scores_codex":[0.9994911,0.00005786988,0.00005854371,0.00009154392,0.0002700693,0.00003090573],"domain_scores_gemma":[0.999302,0.0003135795,0.00006269893,0.0001256739,0.000175596,0.00002050226],"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":[0.0003678573,0.0004026821,0.008456476,0.003385823,0.0003036408,0.0005229958,0.001031697,0.129578,0.208407,0.04387347,0.02709482,0.5765755],"study_design_scores_gemma":[0.0001230633,0.0001137661,0.00457715,0.0002203818,0.00007511555,0.0005044888,0.0001237918,0.681036,0.1706719,0.009374466,0.1330285,0.0001513352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03254624,0.001152836,0.9008058,0.0001840385,0.0001572527,0.0002617828,0.005267264,0.05173027,0.007894476],"genre_scores_gemma":[0.1790214,0.001494855,0.799518,0.0001279064,0.0000632157,0.001179883,0.007379432,0.006235363,0.004979965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009451295,"threshold_uncertainty_score":0.03161776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1330087950311987,"score_gpt":0.3533605481040494,"score_spread":0.2203517530728507,"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."}}