{"id":"W7045813713","doi":"","title":"Book review of Riding the Waves -- A life in sound, science and industry, (autobiography of Leo Beranck)","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Ridiculous","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004729502,0.0005557,0.0006067716,0.001484338,0.001326952,0.002859959,0.0006912005,0.001489564,0.07932349],"category_scores_gemma":[0.002475224,0.0003152385,0.0002964106,0.001212028,0.0006044483,0.002514102,0.0009486325,0.002077526,0.04437206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001707615,"about_ca_system_score_gemma":0.001696409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005942438,"about_ca_topic_score_gemma":0.02212193,"domain_scores_codex":[0.9995851,0.00004612613,0.00001471289,0.00005823047,0.0002721515,0.0000236886],"domain_scores_gemma":[0.9992226,0.0001734618,0.00003580481,0.00003030635,0.0004269619,0.0001108421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003090153,0.000002627806,0.00001013172,0.00004348352,6.718276e-7,0.000008549202,0.00001482344,0.00001409279,0.00003011372,0.0008679921,0.9864085,0.01259603],"study_design_scores_gemma":[0.000001150754,0.000003481722,0.00008143973,0.00004381761,9.273969e-7,0.00002873224,0.00001829979,0.00001106093,0.00001570988,0.0002969859,0.9994968,0.000001539514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0007413283,0.3013423,0.0009890918,0.09992508,0.223326,0.00006667255,0.0006602957,0.0002990417,0.3726502],"genre_scores_gemma":[0.001832863,0.03389052,0.0003198278,0.009784915,0.02660878,0.00002407656,0.0001778672,0.0001395086,0.9272216],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.07932349,"threshold_uncertainty_score":0.2653636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903503848321314,"score_gpt":0.2718545688141497,"score_spread":0.2528195303309366,"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."}}