{"id":"W4406204293","doi":"10.1016/j.ijheatmasstransfer.2024.126640","title":"Experimental investigation of the thermal–hydraulic performance of hook-shaped fins and dimples","year":2025,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy; York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dimple; Materials science; Mechanics; Hook; Thermal; Fin; Mechanical engineering; Composite material; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004145994,0.000430153,0.0003875904,0.0002509316,0.0002243785,0.0002844529,0.0005177803,0.0005147061,0.001425144],"category_scores_gemma":[0.001190158,0.0002683961,0.0002291326,0.000231882,0.0003675573,0.0005442431,0.0004386122,0.0003931942,0.0002670998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966439,"about_ca_system_score_gemma":0.0001424972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003145267,"about_ca_topic_score_gemma":0.0005479016,"domain_scores_codex":[0.9995809,0.0000351765,0.00002657798,0.00009537065,0.0001880233,0.00007387997],"domain_scores_gemma":[0.9992091,0.0002051413,0.000148458,0.0001479337,0.0002316646,0.00005777818],"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":[0.0001512217,0.00006158512,0.001036,0.0001845223,0.000007376846,0.0001046574,0.00007567872,0.001630493,0.9891155,0.0001107453,0.0001487023,0.007373552],"study_design_scores_gemma":[0.00001959081,0.001711793,0.008504827,0.00001523487,0.00001504799,0.00009905163,0.0001191377,0.008949069,0.9790542,0.00005246374,0.001431345,0.0000281572],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949018,0.000232554,0.003795463,0.00002424607,0.00003443387,0.00003919308,0.0001255827,0.0001001688,0.0007466428],"genre_scores_gemma":[0.9919537,0.0001468294,0.006688478,0.00001991603,0.00001047441,0.00005028457,0.00008632686,0.00001814441,0.001025875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001425144,"threshold_uncertainty_score":0.004767597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009360711243243978,"score_gpt":0.2199609040175612,"score_spread":0.2106001927743172,"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."}}