{"id":"W2330312769","doi":"10.1615/ihtc13.p22.340","title":"EXPERIMENTAL STUDY OF PERFORMANCE OF LOOPED AND UNLOOPED PULSATING HEAT PIPES","year":2006,"lang":"en","type":"article","venue":"","topic":"Coal Combustion and Slurry Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Mechanics; Computer science; Mechanical engineering; Physics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00004835366,0.00006259063,0.00011219,0.00004208215,0.00002853473,0.000008810711,0.0000339317,0.00001535295,0.00003895944],"category_scores_gemma":[0.000002330851,0.00005682664,0.000009393866,0.000087788,0.00001566626,0.00009288959,0.00002012363,0.00003508487,5.263923e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007522818,"about_ca_system_score_gemma":0.000003154463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006143039,"about_ca_topic_score_gemma":0.00001504294,"domain_scores_codex":[0.999598,0.000006508457,0.0001836521,0.00006249301,0.00007949083,0.00006986623],"domain_scores_gemma":[0.9998802,0.00001163519,0.00001384381,0.00005976633,0.00002043894,0.00001413259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005856683,0.000947596,0.1139508,0.0005427835,0.00004326422,0.000002194045,0.004602773,0.07722787,0.7922575,0.0002747984,0.00009194386,0.009999986],"study_design_scores_gemma":[0.001283272,0.000438658,0.02472574,0.0000562686,0.00001318781,0.00000356403,0.004916826,0.2257699,0.742555,0.000005484983,0.00005405542,0.0001780637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924401,0.0002913779,0.0002369534,0.000001883238,0.00002781016,0.00007738532,3.502549e-7,0.00005027101,0.00687389],"genre_scores_gemma":[0.9996129,0.000003349599,0.0002385737,0.000002601139,0.00001086024,0.000002829631,8.068962e-7,0.000007364016,0.0001207685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.148542,"threshold_uncertainty_score":0.2317323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069854343440103,"score_gpt":0.2240941682446467,"score_spread":0.2133956248102457,"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."}}