{"id":"W1516203011","doi":"","title":"Performance Prediction via the Java Acoustic Model Interface","year":2010,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Java; Interface (matter); Computer science; Acoustics; Operating system; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003866831,0.0001760095,0.0001172733,0.0001763523,0.0005398644,0.0001851561,0.0006342701,0.0001631159,0.001667537],"category_scores_gemma":[0.0001137871,0.0001297998,0.00003523057,0.0002576432,0.0002755507,0.0002119108,0.00002027923,0.0008391601,0.0006476078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004083343,"about_ca_system_score_gemma":0.0007584509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02681938,"about_ca_topic_score_gemma":0.224337,"domain_scores_codex":[0.9983633,0.00002911728,0.0002103681,0.0002711808,0.0003819081,0.0007440811],"domain_scores_gemma":[0.9986037,0.0001188008,0.00003943127,0.0004612278,0.0001440199,0.0006328458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007326325,0.00000443048,0.01578493,0.00001923889,0.00001195928,0.000009718606,0.0001829092,0.9552195,0.01463764,0.000002459153,0.004586153,0.009533752],"study_design_scores_gemma":[0.00009305252,0.00005045451,0.04874927,0.00000607604,0.00002802507,0.00004676233,0.00006013285,0.9497435,0.0001225549,0.0001850573,0.0007679879,0.0001470908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.739887,0.00004256009,0.242928,0.0005474336,0.001496904,0.0003848538,0.0006338618,0.00008337334,0.01399604],"genre_scores_gemma":[0.9953432,0.0000412606,0.002032992,0.0003609982,0.000296567,0.000002652448,0.00006958366,0.00001275638,0.001840006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554562,"threshold_uncertainty_score":0.999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608183309756974,"score_gpt":0.2191869748421118,"score_spread":0.203105141744542,"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."}}