{"id":"W2073735261","doi":"10.1002/mats.200400074","title":"Diagnosis of Impurity Levels in a Copolymerization Process","year":2005,"lang":"en","type":"article","venue":"Macromolecular Theory and Simulations","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Observability; Computer science; Fault (geology); Design of experiments; Fuzzy logic; Artificial intelligence; Boundary (topology); Algorithm; Machine learning; Mathematics; Statistics; Applied 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":[0.0009044575,0.0002553161,0.0003309374,0.0002797553,0.0002593157,0.0002848322,0.0002842566,0.0005408528,0.0007072897],"category_scores_gemma":[0.001666892,0.0001548369,0.0002120768,0.0001619882,0.0003066436,0.0003238086,0.0002873032,0.0003187596,0.000083295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369229,"about_ca_system_score_gemma":0.0003456229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006556001,"about_ca_topic_score_gemma":0.0005214255,"domain_scores_codex":[0.9996087,0.0001001862,0.00002162131,0.00009719504,0.0001413511,0.00003107041],"domain_scores_gemma":[0.9990523,0.0005610726,0.0001522073,0.00005005129,0.0001603043,0.00002396742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002318578,0.0004558783,0.01488501,0.0003587681,0.00004972105,0.0002873252,0.0002292956,0.1240997,0.7715622,0.001185034,0.0001986941,0.08436977],"study_design_scores_gemma":[0.00003537859,0.0007995941,0.004882682,0.0000069317,0.0000230551,0.00006887987,0.00003685903,0.5386147,0.4548856,0.0003871887,0.0002471744,0.00001194223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9063329,0.0001329177,0.0928051,0.00008092022,0.00001497174,0.00003577169,0.00002861705,0.0001429186,0.0004259349],"genre_scores_gemma":[0.9882656,0.00002477402,0.01147673,0.000008843834,0.000001809762,0.000008704838,0.00001590361,0.000003839046,0.0001937849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009044575,"threshold_uncertainty_score":0.004783273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007153494322388387,"score_gpt":0.2770057409748343,"score_spread":0.2698522466524459,"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."}}