{"id":"W2255898526","doi":"","title":"Seeking the Best Shape of Pans Heated in an Oven","year":2013,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Advanced Research in Science and Engineering","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rectangle; Geometry; Mathematics; Distribution (mathematics); Degree (music); Enhanced Data Rates for GSM Evolution; Space (punctuation); Mechanics; Physics; Mathematical analysis; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002812261,0.0005775294,0.0004971727,0.000359287,0.0004700762,0.0008100769,0.0006124898,0.000900038,0.003424352],"category_scores_gemma":[0.001456229,0.0005026011,0.0007230572,0.000249205,0.0004065559,0.0009632903,0.0004254218,0.000338972,0.0005334124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004490493,"about_ca_system_score_gemma":0.0006504838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252779,"about_ca_topic_score_gemma":0.003524671,"domain_scores_codex":[0.9998604,0.00002348238,0.000004970307,0.00004079982,0.00003463128,0.0000355694],"domain_scores_gemma":[0.9997465,0.0001000734,0.00003119075,0.00004014929,0.00005775084,0.00002430056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004568493,0.0001484539,0.008333095,0.0003689616,0.0000609536,0.0003665251,0.0003954473,0.8433101,0.1005258,0.006064109,0.001485361,0.0384843],"study_design_scores_gemma":[0.0000739314,0.0003261198,0.002423058,0.00004614651,0.00006721505,0.0002181613,0.0004337617,0.9472083,0.04160169,0.003725257,0.003817277,0.00005894939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7586453,0.0003984185,0.2207846,0.0003478779,0.00007722194,0.0001449408,0.0002860308,0.0008864425,0.01842918],"genre_scores_gemma":[0.9139357,0.0002050689,0.08181704,0.00005569524,0.000004362093,0.000107994,0.000178801,0.0001609132,0.003534386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003424352,"threshold_uncertainty_score":0.0114556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3164716660670068,"score_gpt":0.4953376451100228,"score_spread":0.178865979043016,"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."}}