{"id":"W2369639280","doi":"","title":"The Effect of Geometrical Parameters and Mould Wear on Performance for Steel Offset Strip Fins","year":2007,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Fin; Offset (computer science); Materials science; Pressing; Composite material; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004094462,0.0003919088,0.0002997418,0.0003040104,0.0002524562,0.0002347978,0.0003928158,0.0003858359,0.000899812],"category_scores_gemma":[0.001751801,0.0001994583,0.00020783,0.000214905,0.0002409618,0.00041849,0.0002280933,0.0001719215,0.0001582096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961944,"about_ca_system_score_gemma":0.0001181299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004685112,"about_ca_topic_score_gemma":0.001353395,"domain_scores_codex":[0.9996763,0.00003426798,0.00002345742,0.00005702086,0.0001457678,0.00006315868],"domain_scores_gemma":[0.998993,0.0003876988,0.0001773567,0.0001799963,0.0002172242,0.00004473323],"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":[0.0008123464,0.00005202261,0.01180442,0.0002430402,0.00002904998,0.0001864275,0.0001484099,0.01166866,0.9514119,0.0000558822,0.00009350316,0.02349438],"study_design_scores_gemma":[0.00002300761,0.003310989,0.07894041,0.00001253898,0.00004528094,0.0004902884,0.0001463612,0.01587201,0.9003817,0.00004981682,0.0006886891,0.00003887279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982911,0.00009982641,0.001352837,0.000005696664,0.000003572962,0.000003701973,0.00002868658,0.00004044395,0.0001740974],"genre_scores_gemma":[0.9990834,0.0000220102,0.0006683461,0.000002067573,0.000001063324,0.000001947144,0.00003127571,0.000009130178,0.0001808506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000899812,"threshold_uncertainty_score":0.003010213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008950612502479572,"score_gpt":0.2210352226428829,"score_spread":0.2120846101404033,"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."}}