{"id":"W2032399920","doi":"10.1179/174328907x177617","title":"Real time diagnostics of gas/water assisted injection moulding using integrated ultrasonic sensors","year":2007,"lang":"en","type":"article","venue":"Plastics Rubber and Composites Macromolecular Engineering","topic":"Injection Molding Process and Properties","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University; McGill University","funders":"Engineering and Physical Sciences Research Council","keywords":"Materials science; Ultrasonic sensor; Injection moulding; Ultrasound; Polymer; Composite material; Instrumentation (computer programming); Bubble; Ultrasound energy; Working fluid; Acoustics; Mechanical engineering; Mechanics","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":[0.0001675541,0.000258675,0.0002646446,0.0002538387,0.00008431827,0.0000613253,0.00007823252,0.0001299034,0.00001398218],"category_scores_gemma":[0.00005867263,0.0002380579,0.00005729742,0.0002384626,0.00003342046,0.00008880489,0.00003519898,0.000237638,0.000005590631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007947918,"about_ca_system_score_gemma":0.000008233426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003076669,"about_ca_topic_score_gemma":0.000002575837,"domain_scores_codex":[0.9989125,0.00001316454,0.0003525235,0.0001801673,0.000166794,0.0003748352],"domain_scores_gemma":[0.9994764,0.0001789875,0.00003469023,0.0001145475,0.0001020516,0.00009327511],"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":[0.00001311477,0.00000997305,0.0001810083,0.0001300348,0.00006094812,0.00001569702,0.0001880512,0.4033536,0.5957849,0.00003231557,0.000004040193,0.0002263381],"study_design_scores_gemma":[0.0001559932,0.00004657725,0.0003257139,0.0001279768,0.00005944817,0.0001363816,0.00002614285,0.4596309,0.5391905,0.000007455887,0.00006736842,0.0002255865],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8694785,0.0002576295,0.1294542,0.000001377671,0.0003042371,0.0000754651,0.0000104602,0.0002580647,0.000160096],"genre_scores_gemma":[0.9915504,0.000130977,0.008138137,0.000002624764,0.00005869122,0.000002605428,0.0000316669,0.00006998445,0.0000148912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.122072,"threshold_uncertainty_score":0.9707717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005715840420499685,"score_gpt":0.1907630808399313,"score_spread":0.1850472404194316,"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."}}