{"id":"W2950451986","doi":"10.1063/1.5100257","title":"A simplified semi-analytical model for the filling and cooling process in plastic molding","year":2019,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Husky Injection Molding Systems (Canada); Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Molding (decorative); Blow molding; Mechanics; Mold; Thermal; Process (computing); Lubrication; Mechanical engineering; Composite material; Physics; Materials science; Thermodynamics; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001134934,0.00007499434,0.0001264655,0.00002525312,0.00003348922,0.00001983478,0.00006809731,0.00003233816,0.000002528687],"category_scores_gemma":[0.00003186501,0.00005788495,0.00002719324,0.00008647588,0.00001750104,0.00008283248,0.0000116467,0.000091319,6.662934e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001617892,"about_ca_system_score_gemma":0.00001775327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004859941,"about_ca_topic_score_gemma":6.382669e-7,"domain_scores_codex":[0.9995764,0.000002887315,0.0001261583,0.00008443939,0.00006632446,0.0001437252],"domain_scores_gemma":[0.9996723,0.0001906823,0.00001332909,0.00006819305,0.00003880251,0.00001672266],"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":[0.00002166909,0.000006486722,0.0003731088,0.000378029,0.00001745276,3.429339e-8,0.001375237,0.9904481,0.004981604,0.001746319,0.00001104969,0.0006409099],"study_design_scores_gemma":[0.0001754972,0.00001766395,0.00004283501,0.00007121854,0.00001692525,5.14529e-7,0.0001393462,0.9909053,0.00592347,0.002619284,0.00001145983,0.00007642744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7780805,0.0002331992,0.2213902,0.00001079107,0.0000641457,0.0001078808,0.00000428259,0.00002815392,0.00008083646],"genre_scores_gemma":[0.9995477,0.00003066202,0.0002908132,0.00001324412,0.00005655113,0.00002274847,8.323937e-7,0.00001799914,0.00001949695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2214671,"threshold_uncertainty_score":0.236048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784675110429416,"score_gpt":0.2552287221284763,"score_spread":0.2273819710241821,"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."}}