{"id":"W6929096184","doi":"10.4230/lipics.approx/random.2022","title":"LIPIcs, Volume 245, APPROX/RANDOM 2022, Complete Volume","year":2022,"lang":"en","type":"other","venue":"DROPS (Schloss Dagstuhl – Leibniz Center for Informatics)","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Volume (thermodynamics); Work (physics); Compression (physics); Ventricular volume","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":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008969307,0.001181604,0.002438992,0.002903181,0.0008444684,0.001255808,0.005186393,0.0008698144,0.03541953],"category_scores_gemma":[0.02078227,0.0009722991,0.001167872,0.002919338,0.0004430024,0.0006695573,0.00215352,0.001780624,0.002859409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920172,"about_ca_system_score_gemma":0.0002151735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001520944,"about_ca_topic_score_gemma":0.00005565816,"domain_scores_codex":[0.9888284,0.000603556,0.003825507,0.001200347,0.003804561,0.001737689],"domain_scores_gemma":[0.9860359,0.005941126,0.00375422,0.003203994,0.0005330921,0.0005316566],"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":[0.000134115,0.0001830285,0.01137041,0.0002999686,0.0002367813,0.00001073068,0.0009730448,0.00004939957,0.000001823609,0.0004526727,0.9508229,0.03546515],"study_design_scores_gemma":[0.003875074,0.0003229329,0.000613749,0.0001110189,0.00009774118,0.00006897487,0.002485059,0.01537759,0.000001502883,0.001897649,0.9740399,0.00110883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000749609,0.001520858,0.1147311,0.0007265517,0.01425754,0.004528982,0.0126563,0.001126558,0.8497025],"genre_scores_gemma":[0.001134227,0.0002540859,0.06670839,0.002170759,0.001863395,0.0005992741,0.002994079,0.0009018099,0.923374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07367145,"threshold_uncertainty_score":0.999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1995273436976443,"score_gpt":0.3852000474209052,"score_spread":0.1856727037232609,"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."}}