{"id":"W2182180067","doi":"10.1016/j.eurpolymj.2015.11.021","title":"Study of the bubble nucleation and growth mechanisms in high-pressure foam injection molding through in-situ visualization","year":2015,"lang":"en","type":"article","venue":"European Polymer Journal","topic":"Polymer Foaming and Composites","field":"Materials Science","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleation; Materials science; Bubble; Molding (decorative); Composite material; Pressure drop; Blowing agent; Liquid bubble; Blow molding; Mold; Thermodynamics; Mechanics","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":[0.0008164123,0.00009958767,0.0001350082,0.0001146978,0.0001181153,0.0001019778,0.0002024634,0.00002239902,0.000011068],"category_scores_gemma":[0.00004621227,0.00007517747,0.00001769421,0.0002652212,0.00002823299,0.0003873953,0.0001219071,0.0001408356,0.000005535082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003011008,"about_ca_system_score_gemma":0.00002467041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003374177,"about_ca_topic_score_gemma":0.00005213569,"domain_scores_codex":[0.9983392,0.000739312,0.0003267327,0.0001579604,0.0002825411,0.0001542969],"domain_scores_gemma":[0.9995399,0.00002034239,0.0002183772,0.0001259204,0.00004978587,0.00004564172],"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":[0.00008425938,0.0003791152,0.02631377,0.00001167768,0.00001431759,0.00002466456,0.02032929,0.0004582913,0.9475379,0.00401191,0.00009904456,0.0007357542],"study_design_scores_gemma":[0.002851884,0.0007010858,0.1538588,0.0001997657,0.00005775977,0.0002144833,0.004792761,0.0002619256,0.8341373,0.00267273,0.00001797523,0.0002335386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967614,0.0006240109,0.0007568768,0.00005844299,0.0004923661,0.00009527211,9.706902e-7,0.00001791463,0.001192715],"genre_scores_gemma":[0.9996799,0.000009099166,0.0000803516,0.00005241745,0.00008190419,0.000001118661,4.843202e-7,0.00001866066,0.00007610855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.127545,"threshold_uncertainty_score":0.3065648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995157015906388,"score_gpt":0.2499994376861779,"score_spread":0.230047867527114,"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."}}