{"id":"W4404784552","doi":"10.31857/s0367292124040072","title":"Concept of the Doppler Backscattering Diagnostic on TRT","year":2024,"lang":"en","type":"article","venue":"Физика плазмы","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute","funders":"","keywords":"Doppler effect; Psychology; Physics; Astronomy","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":[0.0004799311,0.0004367385,0.000373119,0.000996321,0.0004522594,0.001142088,0.0007512706,0.0007900876,0.002216461],"category_scores_gemma":[0.0008697834,0.0002957191,0.0002377531,0.0006032038,0.001549227,0.001369494,0.001112303,0.001019107,0.0008087161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005262087,"about_ca_system_score_gemma":0.0005170866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004211523,"about_ca_topic_score_gemma":0.0003441064,"domain_scores_codex":[0.9993908,0.0001191024,0.000018323,0.00009674452,0.0003224495,0.00005248579],"domain_scores_gemma":[0.9995077,0.0001730238,0.00005381664,0.00006914485,0.0001591508,0.00003706903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002577486,0.0000629745,0.003202501,0.0004087164,0.00003046224,0.0009679098,0.0008657731,0.009616486,0.236189,0.4697477,0.003917807,0.2747329],"study_design_scores_gemma":[0.00008146953,0.001243733,0.00650771,0.0005217721,0.0001133264,0.01073267,0.001021372,0.2223884,0.2618781,0.1881865,0.3069354,0.000389576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03015772,0.003188823,0.8917113,0.0011027,0.0006627886,0.0001958276,0.0001968054,0.0009141804,0.07186989],"genre_scores_gemma":[0.5267048,0.002825806,0.4460566,0.0009423233,0.0004607024,0.0002750156,0.000223103,0.0001549031,0.02235662],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002216461,"threshold_uncertainty_score":0.007414818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020357484675005,"score_gpt":0.2632672807731553,"score_spread":0.2530637059264053,"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."}}