{"id":"W6997152786","doi":"","title":"Ultrasonic Technique and Probes for Monitoring Surface Imperfections of Microfluidic Plastic Devices during Injection Molding","year":2005,"lang":"en","type":"other","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ultrasonic sensor; Molding (decorative); Surface (topology); Microfluidics; Mold","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001282203,0.0003715922,0.0003200382,0.001629056,0.0006998659,0.0006731992,0.001305593,0.001077875,0.01890823],"category_scores_gemma":[0.002837386,0.0003896893,0.0001905508,0.000586747,0.0003775193,0.0008933478,0.0005793358,0.0007589072,0.01011042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003195019,"about_ca_system_score_gemma":0.0004983071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005635875,"about_ca_topic_score_gemma":0.002284114,"domain_scores_codex":[0.9987153,0.0001679332,0.00005971761,0.0001437553,0.0008513993,0.00006196752],"domain_scores_gemma":[0.9985468,0.0003639317,0.0001325026,0.0002779444,0.0006025677,0.00007629955],"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":[0.0003461354,0.0002392424,0.00445392,0.0005238723,0.00002269228,0.0006190545,0.0003699862,0.0005010962,0.6434096,0.003677031,0.03991419,0.3059231],"study_design_scores_gemma":[0.00008338878,0.0004751978,0.01373091,0.0000473493,0.00003912232,0.001120182,0.0001911266,0.006635564,0.8522559,0.0008103609,0.124553,0.00005802696],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3611779,0.008133361,0.2898932,0.00443785,0.003580084,0.002228135,0.002921988,0.007962455,0.3196651],"genre_scores_gemma":[0.5484965,0.003101993,0.2163641,0.000644978,0.0002868606,0.0008367772,0.001797757,0.001224692,0.2272464],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01890823,"threshold_uncertainty_score":0.06325436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051806660850768,"score_gpt":0.2587547952447244,"score_spread":0.2482367286362168,"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."}}