{"id":"W4311644697","doi":"10.1063/5.0126982.4","title":"10.1063/5.0126982.4","year":2022,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Penetration (warfare); Polygon mesh; Mechanics; Penetration depth; Materials science; Geometry; Phase transition; Monotonic function; Mathematics; Optics; Physics; Thermodynamics; Mathematical analysis","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":[0.00009538057,0.0006313074,0.0005846941,0.0002994803,0.0001277016,0.0003919358,0.000672775,0.0003567896,0.05780275],"category_scores_gemma":[0.00002509228,0.0006788587,0.0003483703,0.0003653566,0.00005299781,0.00033235,0.0001608466,0.0008826255,0.003085705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479981,"about_ca_system_score_gemma":0.00004048655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006622987,"about_ca_topic_score_gemma":0.0001245813,"domain_scores_codex":[0.9977889,0.00001684403,0.0004907071,0.0005044342,0.0005491447,0.0006499771],"domain_scores_gemma":[0.9988379,0.00009434434,0.00002636762,0.0008167261,0.00003023302,0.0001944664],"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":[0.00001803531,0.00007406703,0.000001431117,0.0002657774,0.0001426552,0.0001441398,0.00001173427,0.0007816543,0.000008117298,0.00004850536,0.996648,0.001855857],"study_design_scores_gemma":[0.0003241715,0.0001667723,0.00001997555,0.0000327637,0.00006150727,0.00004325933,0.00001099215,0.001202252,0.000002279512,0.0000653738,0.9972882,0.0007824328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001240457,0.0007194972,0.00009320825,0.000009777278,0.000999195,0.0003051906,0.980226,0.0004964889,0.01702658],"genre_scores_gemma":[0.0007700367,0.0002743795,0.00001154474,0.00007311941,0.0002589069,0.0001345627,0.9958987,0.0001551701,0.00242357],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05471705,"threshold_uncertainty_score":0.9995663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005547029075682672,"score_gpt":0.1927706101087719,"score_spread":0.1872235810330892,"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."}}