{"id":"W4389028448","doi":"","title":"A CALPHAD model for rapid solidification in industrial","year":2024,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"CALPHAD; Computer science; Chemistry; Phase diagram; Phase (matter)","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":[0.0006861851,0.0008468477,0.001552546,0.0007693428,0.0009294116,0.001654731,0.002294221,0.003675415,0.009625749],"category_scores_gemma":[0.002388858,0.0008710345,0.001587239,0.0008893658,0.001149642,0.00152572,0.001238984,0.001845307,0.001548757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001938435,"about_ca_system_score_gemma":0.001686696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0145916,"about_ca_topic_score_gemma":0.006966487,"domain_scores_codex":[0.9997037,0.00009784284,0.00001549425,0.00004796492,0.00009102412,0.00004391651],"domain_scores_gemma":[0.9992387,0.0003989456,0.00005180956,0.00008362019,0.0001582003,0.00006870915],"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":[0.00003304037,0.00001932996,0.0001076059,0.00005411878,0.000009763352,0.00005476455,0.00001858863,0.9639771,0.0007213831,0.03166747,0.0006562088,0.002680506],"study_design_scores_gemma":[0.00001210435,0.000003787515,0.0000214126,0.000003418545,0.000002137169,0.000005215205,0.000002380129,0.9936523,0.0001344622,0.00556357,0.00059611,0.000002999433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08713978,0.002676588,0.8108696,0.003044719,0.0006918171,0.000222566,0.001598565,0.00136423,0.09239216],"genre_scores_gemma":[0.8619949,0.00128085,0.07977155,0.0005154223,0.0002111894,0.0004978434,0.0008814922,0.0006371603,0.05420955],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0145916,"threshold_uncertainty_score":0.03220141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158455722127111,"score_gpt":0.2347835329429254,"score_spread":0.2031989757216543,"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."}}