{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002702889,0.00005839611,0.00007819835,0.00006196514,0.00003725968,0.000009157896,0.00003617574,0.00004412683,0.000002394182],"category_scores_gemma":[0.00003112515,0.0000359511,0.00002372826,0.0001431866,0.00001514145,0.00003267934,0.000002386982,0.00005682628,0.000001297098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001222949,"about_ca_system_score_gemma":0.000001711786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002773919,"about_ca_topic_score_gemma":0.000003025851,"domain_scores_codex":[0.9996394,0.000005721148,0.000105796,0.00005356436,0.00006989743,0.0001256478],"domain_scores_gemma":[0.9993464,0.0005431914,0.000003207336,0.00006724726,0.000008501353,0.00003144579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007445176,0.00004316106,0.01686784,0.0007234966,0.0001322961,0.000001173685,0.0002286887,0.4997111,0.002814488,0.001053741,0.001712973,0.4759665],"study_design_scores_gemma":[0.001115767,0.001236426,0.03106367,0.00002036902,0.00002170043,0.000001269586,0.00001894655,0.8147609,0.1498871,0.000005381105,0.001749361,0.0001191482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9082014,0.00004047429,0.09015395,0.00001915697,0.00006360755,0.0002198585,0.000005585516,0.00004043054,0.001255541],"genre_scores_gemma":[0.9989522,0.0001123645,0.0008227346,0.00001085665,0.0000109411,0.000006690715,0.000003656625,0.00000807627,0.00007251208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4758474,"threshold_uncertainty_score":0.1466043,"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."}}