{"id":"W4392457099","doi":"10.15376/biores.19.2.2404-2416","title":"Understanding the limits of a screening operation. Part 1: Characterization of screen plugging","year":2024,"lang":"en","type":"article","venue":"BioResources","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Characterization (materials science); Materials science; Forensic engineering; Nanotechnology; Engineering","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":[0.0002302061,0.00006296832,0.0001049246,0.00008885662,0.0001035707,0.00002230185,0.00007023624,0.00007689484,0.0005432449],"category_scores_gemma":[0.00005674187,0.00004120672,0.0000446044,0.00018332,0.0001476525,0.00007420285,0.00002163899,0.00006979711,0.00002080793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009708782,"about_ca_system_score_gemma":0.0000190198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001651339,"about_ca_topic_score_gemma":0.000005494786,"domain_scores_codex":[0.9994363,0.00009739875,0.0002261528,0.0001089462,0.00004482927,0.00008635964],"domain_scores_gemma":[0.9997067,0.00009729021,0.00007153046,0.00008827971,0.00002631092,0.000009926049],"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":[0.00006269452,0.00003181772,0.004011344,0.0001305065,0.000135626,6.966303e-7,0.00268457,0.00004783834,0.9680897,0.0146506,0.0006946453,0.009459947],"study_design_scores_gemma":[0.002101687,0.0005536389,0.08386835,0.002801717,0.0003961818,0.00006245482,0.007870103,0.009100962,0.541575,0.0004922312,0.3505433,0.0006343308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751947,0.001995851,0.2173647,0.001036656,0.0008511277,0.0002876428,0.00006803364,0.0001345896,0.003066666],"genre_scores_gemma":[0.9992834,0.00005566299,0.00001490825,0.00008791681,0.00004685001,0.000003724507,0.0001525638,0.000006636235,0.0003483189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4265147,"threshold_uncertainty_score":0.5948151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08314420415055823,"score_gpt":0.2743790821293585,"score_spread":0.1912348779788002,"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."}}