{"id":"W191053623","doi":"","title":"Plasmas Lasers et Champs Magnétiques","year":2014,"lang":"fr","type":"dissertation","venue":"EspaceINRS Institutional Digital Repository (Institut National de la Recherche Scientifique)","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Physics; Humanities; Art","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":["metaresearch","metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005244461,0.001303693,0.0008633621,0.000962047,0.001295536,0.002635331,0.001073036,0.00321638,0.0001704282],"category_scores_gemma":[0.008374196,0.001474202,0.000741886,0.001324787,0.001408395,0.002879175,0.0001491627,0.004145463,0.0009498072],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007240779,"about_ca_system_score_gemma":0.01020309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002973671,"about_ca_topic_score_gemma":0.0007034341,"domain_scores_codex":[0.9917532,0.001765695,0.001302614,0.001574853,0.002416722,0.001186958],"domain_scores_gemma":[0.9923351,0.004437641,0.0005008571,0.0005917515,0.001329937,0.0008046539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003107575,0.0007316531,0.0008428414,0.001544183,0.0006046309,0.0003620883,0.002456591,0.1986707,0.08240249,0.6971416,0.01227117,0.002661274],"study_design_scores_gemma":[0.001723706,0.0001707232,0.005551047,0.003512997,0.000238541,0.001118825,0.0003599164,0.03436267,0.3425469,0.03848263,0.5690531,0.002878959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2079033,0.0007581203,0.01968008,0.0009513694,0.008189071,0.0009987309,0.0007895574,0.0007367397,0.759993],"genre_scores_gemma":[0.8281893,0.0005698749,0.02827108,0.0003972619,0.001537195,0.0003919847,0.004465716,0.0002150959,0.1359625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.658659,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05246000876053825,"score_gpt":0.3194914861946568,"score_spread":0.2670314774341186,"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."}}