{"id":"W7138837710","doi":"10.70477/vlfm8579","title":"CORRUGATED SOFT MICROFLUIDIC FORCE SENSOR FOR LAPAROSCOPIC GRASPERS","year":2025,"lang":"","type":"article","venue":"","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University; New York University Abu Dhabi","keywords":"Microfluidics; Microelectromechanical systems; Process (computing); Soft sensor","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004097719,0.0006623404,0.0005072569,0.0005747385,0.000384703,0.0007795952,0.001286973,0.001189177,0.001941984],"category_scores_gemma":[0.001089927,0.0004628312,0.0003492089,0.0003004364,0.0005117487,0.0007917706,0.0008997815,0.0005361632,0.0007416204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005396532,"about_ca_system_score_gemma":0.0006837731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000655832,"about_ca_topic_score_gemma":0.00147569,"domain_scores_codex":[0.998957,0.00008642193,0.00004522197,0.0002572259,0.0005244102,0.0001296467],"domain_scores_gemma":[0.9987942,0.0003054494,0.0002859035,0.0001185566,0.0004009149,0.00009505615],"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":[0.0001724845,0.00006006974,0.0006431224,0.0001580579,0.0000173227,0.0002499204,0.00008694181,0.0007496729,0.9739039,0.001059526,0.001218516,0.02168043],"study_design_scores_gemma":[0.00005626095,0.00124204,0.00410436,0.00003601504,0.00007395066,0.001081323,0.0001015285,0.03678416,0.9445726,0.0004187681,0.01138209,0.0001468144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6664849,0.00598117,0.3075544,0.001480429,0.002568007,0.0002902023,0.0005068748,0.002234372,0.01289967],"genre_scores_gemma":[0.8982794,0.0007304341,0.09328924,0.0007139329,0.0003539165,0.0001218768,0.000117563,0.00004722344,0.00634646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001941984,"threshold_uncertainty_score":0.006496549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303568527040994,"score_gpt":0.3180870353708959,"score_spread":0.2950513501004859,"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."}}