{"id":"W4412700085","doi":"10.11159/ffhmt25.125","title":"Experimental Investigation of Two-Phase Flows in Microchannels &amp; Onset of Flooding For NH<sub>3</sub>/H<sub>2</sub>O Absorp","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flooding (psychology); Phase (matter); Physics","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":[0.0002660094,0.0002607533,0.0004069527,0.0002914034,0.00005852883,0.00003204964,0.0002860764,0.0001077864,0.000005144048],"category_scores_gemma":[0.00003210317,0.0002326696,0.0001513891,0.000199742,0.0001365431,0.0001809082,0.0000287894,0.0001743206,7.759515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006973988,"about_ca_system_score_gemma":0.00005167488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001498603,"about_ca_topic_score_gemma":0.00003083059,"domain_scores_codex":[0.9986168,0.000008746565,0.0005966303,0.0002752898,0.0002731341,0.0002293558],"domain_scores_gemma":[0.99946,0.00007817586,0.00001857336,0.0000806726,0.0003115139,0.00005111051],"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":[0.0002674247,0.00009426237,0.000459382,0.0004916369,0.0001435672,1.821107e-7,0.001654558,0.0004513729,0.9905817,0.004989541,0.000105358,0.0007610239],"study_design_scores_gemma":[0.002213164,0.0001108515,0.0002019552,0.0009131677,0.00005221107,0.000001830288,0.0003266294,0.02286734,0.9711427,0.001971541,0.00001546381,0.0001831642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944264,0.0002175071,0.003182608,0.0003712129,0.0003717549,0.0005179582,0.0001901238,0.00003912659,0.0006833299],"genre_scores_gemma":[0.9990442,0.0003094139,0.0003886618,0.00005441512,0.00004204752,0.0001099115,0.00002131938,0.00002312943,0.000006920681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02241596,"threshold_uncertainty_score":0.9487993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643872814980272,"score_gpt":0.2683026112804506,"score_spread":0.2418638831306479,"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."}}