{"id":"W3210033354","doi":"","title":"Generalized Two-Temperature Fitting Algorithm for Ultrashort Laser Heating of Metal Film and Nanoparticles to spatially and temporally study heat propagation","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Materials science; Nanoparticle; Laser; Algorithm; Computer science; Optics; Nanotechnology; 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":[0.0004190233,0.0005340519,0.0005280655,0.0004273855,0.0005047825,0.0005103966,0.001041965,0.001230773,0.003163271],"category_scores_gemma":[0.001024376,0.0003728266,0.0007291395,0.000640963,0.00035896,0.0006632752,0.0005367699,0.0008632425,0.0006992046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005914854,"about_ca_system_score_gemma":0.001204624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003593879,"about_ca_topic_score_gemma":0.004926726,"domain_scores_codex":[0.9998716,0.0000277461,0.000005632937,0.00003434824,0.00004083328,0.00001978289],"domain_scores_gemma":[0.9997355,0.00009226424,0.00003341905,0.00004173109,0.0000810273,0.00001607159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002139399,0.0001542115,0.001328351,0.0001512421,0.00007629683,0.00009811844,0.000209759,0.8055994,0.04590207,0.008212188,0.002067938,0.1359865],"study_design_scores_gemma":[0.000003014932,0.000007513707,0.00009667662,0.000001379907,0.000002229766,0.00000903585,0.000006476454,0.9964689,0.002493637,0.0005021155,0.0004053683,0.000003717072],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0280003,0.00007855184,0.9699711,0.00008083862,0.00003045839,0.00003528598,0.00005314424,0.0008876519,0.0008626684],"genre_scores_gemma":[0.3121146,0.0001065227,0.6802443,0.00008210133,0.00001919244,0.0002524453,0.0003574459,0.0006430741,0.006180298],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003593879,"threshold_uncertainty_score":0.01058221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032391758246112,"score_gpt":0.2334597578030978,"score_spread":0.2231358402206367,"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."}}