{"id":"W4210464872","doi":"10.1063/5.0059134.2","title":"10.1063/5.0059134.2","year":2021,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Surface (topology); Mechanics; Flow (mathematics); Position (finance); Thermal; Projection (relational algebra); Solid surface; Convection; Surface pressure; Geometry; Optics; Geology; Materials science; Physics; Meteorology; Mathematics","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":[0.00006343566,0.0005254468,0.000518724,0.0001899926,0.00006134271,0.000525655,0.0003393995,0.0005087534,0.002688157],"category_scores_gemma":[0.00006597546,0.0005562553,0.0002542112,0.0004156057,0.00003802038,0.0004684399,0.00005798843,0.0004933035,0.003922202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263664,"about_ca_system_score_gemma":0.00005136076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002434898,"about_ca_topic_score_gemma":0.00006412703,"domain_scores_codex":[0.998215,0.00002035085,0.0004462378,0.0004370393,0.0003765567,0.0005048243],"domain_scores_gemma":[0.9989849,0.00008219391,0.00002048834,0.0006549347,0.00006634844,0.0001910945],"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":[0.000007475818,0.00005295982,0.000001077181,0.0003160682,0.0001049197,0.0001284221,0.00001176369,0.001979775,0.000005890729,0.000002760237,0.9936559,0.003732994],"study_design_scores_gemma":[0.0002861195,0.00005832057,0.00001216621,0.0001201678,0.00006169728,0.0000376838,0.00001336422,0.0007739798,0.00005301463,0.00001241184,0.9979472,0.0006239294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002649227,0.0008220468,0.001550706,0.000007873763,0.0006640736,0.0002119428,0.9776369,0.0004600479,0.01861988],"genre_scores_gemma":[0.000792325,0.0003358382,0.0000605516,0.00005949073,0.0004110474,0.00004666338,0.9970488,0.0001028664,0.001142451],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01941183,"threshold_uncertainty_score":0.9996889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006904991496514618,"score_gpt":0.2045940011515408,"score_spread":0.1976890096550262,"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."}}