{"id":"W2908715656","doi":"10.18280/mmep.050401","title":"A review on the solar applications of thermosyphons","year":2018,"lang":"en","type":"review","venue":"Mathematical Modelling and Engineering Problems","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermosiphon; Computer science; Engineering; Mechanical engineering; Heat exchanger","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004079874,0.0003689475,0.001121421,0.00006818125,0.00006310418,0.00001976416,0.0002125644,0.0001397102,0.00001218604],"category_scores_gemma":[0.00002190508,0.0002166082,0.0002326296,0.0002210281,0.000057356,0.00001704527,0.00002453529,0.0003662678,0.0000459874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001820612,"about_ca_system_score_gemma":0.00001225624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001007174,"about_ca_topic_score_gemma":1.335608e-7,"domain_scores_codex":[0.9987953,0.00001917303,0.0006056609,0.0002014276,0.0001328039,0.0002456003],"domain_scores_gemma":[0.9990537,0.0004379528,0.00003084304,0.0003880667,0.00002987201,0.00005958536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[3.465391e-7,0.00005411042,1.407868e-8,0.8220525,0.0004442649,5.568987e-7,0.0003606572,0.0341871,0.000001282526,0.007992606,0.0005943006,0.1343123],"study_design_scores_gemma":[0.00002876734,0.00002541117,4.50875e-9,0.159557,0.000542429,0.0000115436,0.000003222026,0.1111131,0.000003767661,0.001405205,0.7269881,0.0003213976],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.847045e-7,0.7479403,0.2506983,0.00001265372,0.00002851602,0.0006925659,0.00001638676,0.0001586512,0.0004518012],"genre_scores_gemma":[0.00003794636,0.9974762,0.001621197,0.00001231918,0.00006781057,0.000671647,0.000004607253,0.00008355168,0.00002467774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7263938,"threshold_uncertainty_score":0.8833028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06448835758201685,"score_gpt":0.2642080899048339,"score_spread":0.199719732322817,"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."}}