{"id":"W2918819366","doi":"10.3390/inventions4010014","title":"Ground-Coupled Natural Circulating Devices (Thermosiphons): A Review of Modeling, Experimental and Development Studies","year":2019,"lang":"en","type":"review","venue":"Inventions","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Natural (archaeology); Environmental science; Computer science; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002011073,0.0002992385,0.001189398,0.00007853989,0.00007323705,0.00001940391,0.0001298507,0.00009411277,0.00004173342],"category_scores_gemma":[0.00001894688,0.0002588512,0.0002533641,0.0001353268,0.00002554334,0.00009430818,0.00006361095,0.000164409,0.00004295364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001926254,"about_ca_system_score_gemma":0.00007160709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001629565,"about_ca_topic_score_gemma":0.00001078408,"domain_scores_codex":[0.9985274,0.00005377664,0.0008693641,0.0002132779,0.0001763467,0.0001598297],"domain_scores_gemma":[0.999423,0.00004168166,0.0002124273,0.000214121,0.00006882564,0.00003999812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[6.007634e-7,0.00005355817,0.000002635693,0.7432146,0.001808467,0.000003236067,0.0009920936,0.0004154757,0.00002226189,0.0003587925,0.000177439,0.2529508],"study_design_scores_gemma":[0.0002431374,0.00001550539,0.000001354363,0.5348607,0.0008310171,0.00009721483,0.0008601559,0.0396916,0.000003043097,0.00001058837,0.4225535,0.0008321961],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002101445,0.9979711,0.0003512233,0.000001401726,0.0005601487,0.0006264213,0.000004829161,0.0001137983,0.0001609968],"genre_scores_gemma":[0.004320001,0.9948387,0.0003337409,0.00001661961,0.00005427817,0.0002165729,0.0000648426,0.00004962806,0.0001056598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.422376,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1418063560551455,"score_gpt":0.3675698980136186,"score_spread":0.225763541958473,"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."}}