{"id":"W2122329527","doi":"10.1002/polb.10154","title":"Round‐robin experiment in high‐temperature gel permeation chromatography","year":2002,"lang":"en","type":"article","venue":"Journal of Polymer Science Part B Polymer Physics","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reproducibility; Gel permeation chromatography; Branching (polymer chemistry); Viscometer; Polyethylene; Molar mass distribution; Chemistry; Round robin test; Chromatography; Analytical Chemistry (journal); Permeation; Standard deviation; Polymer; Materials science; Viscosity; Mathematics; Organic chemistry; Composite material; Statistics; Membrane","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":[0.03317619,0.001255768,0.001505913,0.0007837755,0.001137812,0.001568142,0.001909047,0.001490592,0.001754949],"category_scores_gemma":[0.03208099,0.0007625184,0.00136981,0.001029958,0.001615752,0.001029479,0.001788153,0.002164729,0.00175218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013666,"about_ca_system_score_gemma":0.001157308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001822857,"about_ca_topic_score_gemma":0.001718053,"domain_scores_codex":[0.9305099,0.03561104,0.003190073,0.01123615,0.01672459,0.002728229],"domain_scores_gemma":[0.9370534,0.03039562,0.00535247,0.01559541,0.01017954,0.001423613],"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":[0.004970117,0.002274671,0.009549984,0.0003108821,0.0007933627,0.0002710815,0.001222911,0.00196844,0.9479372,0.0009322385,0.00135757,0.02841161],"study_design_scores_gemma":[0.0002561606,0.01051797,0.02774251,0.00004129135,0.000393267,0.0005871945,0.000189254,0.008186432,0.9443766,0.0004241424,0.007079386,0.0002058944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8568923,0.001051478,0.1334241,0.0003486564,0.000433089,0.001682895,0.0005217716,0.001478455,0.004167224],"genre_scores_gemma":[0.837804,0.0003308633,0.1505044,0.001080442,0.000162782,0.002267904,0.001680921,0.0007363943,0.00543231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03317619,"threshold_uncertainty_score":0.1754546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006004576199203,"score_gpt":0.2411547818984011,"score_spread":0.2210947361364091,"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."}}