{"id":"W7019567961","doi":"","title":"Generation, characterization and applications of &#13;\\nultrashort laser pulses.","year":2021,"lang":"fr","type":"dissertation","venue":"EspaceINRS Institutional Digital Repository (Institut National de la Recherche Scientifique)","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Laser; Atomic force microscopy; Laser beams","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001126599,0.0005862164,0.0005197962,0.0004478843,0.001219645,0.001359602,0.0004219751,0.0007980802,0.0001749875],"category_scores_gemma":[0.0006388793,0.0006679513,0.0003676908,0.001205639,0.00109667,0.001705399,0.000118266,0.001099569,0.00009200737],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156021,"about_ca_system_score_gemma":0.006125366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002293468,"about_ca_topic_score_gemma":0.0001174047,"domain_scores_codex":[0.9957517,0.0005477259,0.001147788,0.001115371,0.001018659,0.0004187513],"domain_scores_gemma":[0.994925,0.0009628856,0.0007495022,0.0004503141,0.002577844,0.0003344579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007451779,0.003036561,0.01463217,0.0008135508,0.0008274434,0.00001961447,0.001696212,0.01056854,0.540161,0.3852759,0.002635628,0.04025896],"study_design_scores_gemma":[0.001140165,0.00005623806,0.03191412,0.001455917,0.0004515974,0.0002968971,0.001122813,0.009197248,0.3055188,0.007844581,0.6393686,0.001633011],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4501434,0.0006377053,0.3716273,0.001144749,0.002355631,0.002505796,0.004608106,0.000130005,0.1668473],"genre_scores_gemma":[0.8563962,0.0001943507,0.004153648,0.0001158715,0.001579214,0.001264676,0.02340872,0.00006407039,0.1128233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6367329,"threshold_uncertainty_score":0.9996771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772847509688877,"score_gpt":0.3164904186401566,"score_spread":0.2687619435432679,"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."}}