{"id":"W4230658268","doi":"10.1063/1.3650767.6","title":"10.1063/1.3650767.6","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; Materials science; Speed of sound; Porosity; Acoustics; Phase (matter); Acoustic attenuation; Acoustic wave; Mixing (physics); Work (physics); Opacity; 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":[0.0001253168,0.000666026,0.0006683448,0.0003765187,0.0000671357,0.0003659795,0.0006696538,0.000434015,0.00577108],"category_scores_gemma":[0.00007964529,0.0006412613,0.0004792,0.0004266936,0.00005871141,0.0004948697,0.0001095254,0.0004876192,0.02044572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155566,"about_ca_system_score_gemma":0.00002325521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006049569,"about_ca_topic_score_gemma":0.0001223689,"domain_scores_codex":[0.9978453,0.00001693974,0.0005023289,0.0004731535,0.0005609695,0.0006013066],"domain_scores_gemma":[0.9987205,0.0000462765,0.00009190241,0.0008748302,0.00006508031,0.0002014626],"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":[0.00001163603,0.00006532713,0.000006236105,0.0001864692,0.0003810656,0.00005727116,0.000010667,0.00003951496,0.00001074088,0.000002495113,0.9947225,0.004506033],"study_design_scores_gemma":[0.0002362423,0.00007773916,0.00001958207,0.0000915768,0.0002166031,0.000009034648,0.000009295286,0.0001599698,0.00003932826,0.00004511083,0.9983234,0.0007721056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007319752,0.0008414617,0.00006517587,0.000002768162,0.0005465163,0.0001789259,0.9603919,0.000494409,0.0374056],"genre_scores_gemma":[0.002228003,0.0001225915,0.00002119585,0.00003218824,0.0005081432,0.00004612624,0.9929731,0.0001020451,0.003966608],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.033439,"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."}}