{"id":"W7007974925","doi":"","title":"Application Of Design Patterns And Space Concepts In
\\nThe Development Of Heat Pipes
\\n","year":2010,"lang":"en","type":"other","venue":"UMP Institutional Repository (Universiti Malaysia Pahang)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Condenser (optics); Fin; Heat transfer; Condensation; Annular fin; Heat pipe; Thermal conduction; Heat transfer coefficient; Development (topology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003424418,0.0005318691,0.0007442512,0.001182302,0.0002018554,0.00002272827,0.0005094396,0.0006903918,0.0003918075],"category_scores_gemma":[0.00002319699,0.0006130355,0.0001156123,0.0004843711,0.0009360456,0.0002667522,0.0002320866,0.0004609198,0.0001194363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004652364,"about_ca_system_score_gemma":0.0009979162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002496454,"about_ca_topic_score_gemma":0.0009012481,"domain_scores_codex":[0.9973359,0.0001906674,0.0005583056,0.0007728752,0.0007586958,0.0003835416],"domain_scores_gemma":[0.998182,0.0001084095,0.000718366,0.0006003008,0.0001993,0.0001916091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002365346,0.003694543,0.1584111,0.00600008,0.003019399,0.001565544,0.01356382,0.03723656,0.6773814,0.03687971,0.05101011,0.008872405],"study_design_scores_gemma":[0.01365031,0.0006694496,0.1399116,0.009369516,0.001444413,0.001307103,0.006245408,0.02999391,0.1237022,0.0002936239,0.6671342,0.006278249],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5521855,0.001276879,0.08897764,0.00008592239,0.001250614,0.003852033,0.001491389,0.0004655653,0.3504144],"genre_scores_gemma":[0.969721,0.00004452245,0.007386159,0.00001859579,0.0002175624,0.00005355478,0.0004985596,0.0002861291,0.02177396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6161241,"threshold_uncertainty_score":0.9996321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127449228938121,"score_gpt":0.2273797140206785,"score_spread":0.2161052217312973,"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."}}