{"id":"W4249796757","doi":"10.1063/1.3650767.4","title":"10.1063/1.3650767.4","year":2011,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Attenuation; Bar (unit); Heptane; Porous medium; Speed of sound; Materials science; Porosity; Phase (matter); Acoustics; Work (physics); Mixing (physics); Acoustic attenuation; Opacity; Acoustic wave; Analytical Chemistry (journal); Optics; Chemistry; Thermodynamics; Composite material; Chromatography; Physics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001252813,0.0006660111,0.0006683039,0.0003765899,0.00006711973,0.0003658997,0.0006695058,0.0004340093,0.005758962],"category_scores_gemma":[0.00007949165,0.0006412403,0.0004791845,0.0004267533,0.00005870956,0.0004947461,0.000109504,0.0004875781,0.02044525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155037,"about_ca_system_score_gemma":0.00002325508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006140505,"about_ca_topic_score_gemma":0.0001223966,"domain_scores_codex":[0.9978455,0.00001693787,0.0005022848,0.0004731258,0.0005608718,0.0006012738],"domain_scores_gemma":[0.9987206,0.00004620302,0.00009189163,0.0008747642,0.00006508199,0.0002014997],"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":[0.00001164585,0.00006534769,0.000006194191,0.0001864934,0.0003859993,0.00005731463,0.00001067212,0.00003909102,0.00001088021,0.000002517252,0.9946863,0.004537557],"study_design_scores_gemma":[0.0002370024,0.00007774152,0.00001957939,0.0000915601,0.0002165725,0.000009034497,0.000009177477,0.0001586168,0.00003938343,0.00004502023,0.9983243,0.0007719864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007351948,0.000841076,0.00006532918,0.000002766069,0.0005463916,0.0001788365,0.960355,0.0004944102,0.03744265],"genre_scores_gemma":[0.002191991,0.0001223904,0.00002126673,0.00003222031,0.000506817,0.00004614851,0.9930036,0.0001020539,0.003973532],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03346912,"threshold_uncertainty_score":0.9996039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312356622621465,"score_gpt":0.1897693529275505,"score_spread":0.1766457867013358,"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."}}