{"id":"W2027152342","doi":"10.1208/s12249-011-9590-5","title":"Product Lifecycle Approach to Cascade Impaction Measurements","year":2011,"lang":"en","type":"article","venue":"AAPS PharmSciTech","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Computer science; New product development; Product (mathematics); Systems engineering; Reliability engineering; Process engineering; Biochemical engineering; Engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002051105,0.001249998,0.000587302,0.004538072,0.0006538364,0.001589063,0.001365495,0.0008013498,0.004777648],"category_scores_gemma":[0.00621544,0.0006162452,0.000865517,0.002581722,0.0003916798,0.002063485,0.001200155,0.00128394,0.001556778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544388,"about_ca_system_score_gemma":0.001942859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006391827,"about_ca_topic_score_gemma":0.005647754,"domain_scores_codex":[0.9962882,0.0005100227,0.0001244485,0.0003638889,0.002511207,0.0002022358],"domain_scores_gemma":[0.9970541,0.0007627596,0.0003400534,0.000364348,0.001418981,0.000059772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004940964,0.0007353914,0.02250233,0.0007312561,0.0001598689,0.000563199,0.00053069,0.1461929,0.06663436,0.0806708,0.01102643,0.6697588],"study_design_scores_gemma":[0.0000310745,0.0005932115,0.01161765,0.00009096048,0.00007482219,0.0002721054,0.0002329954,0.8922686,0.04967071,0.01987931,0.02517905,0.00008958631],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03849353,0.0005997983,0.9261433,0.0003098573,0.000084291,0.0007339487,0.001608949,0.001915544,0.03011082],"genre_scores_gemma":[0.6058894,0.0009640296,0.3755646,0.000146274,0.00006916808,0.0009299114,0.00217869,0.000334721,0.01392309],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006391827,"threshold_uncertainty_score":0.01598281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468591967471614,"score_gpt":0.3155821428814072,"score_spread":0.1687229461342458,"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."}}