{"id":"W2075936859","doi":"10.1002/mabi.200890020","title":"Macromol. Biosci. 12/2008","year":2008,"lang":"en","type":"article","venue":"Macromolecular Bioscience","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Cover (algebra); Polymer science; Humanities; Philosophy; Combinatorics; Chemistry; Mathematics; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006502577,0.0002520063,0.0002511234,0.0001864061,0.0007386269,0.000189889,0.001175979,0.00009380645,0.00116955],"category_scores_gemma":[0.0001836108,0.0002165952,0.0001302603,0.0007863106,0.001160212,0.0003120303,0.0004284178,0.0001707019,0.0023406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006116705,"about_ca_system_score_gemma":0.0002558524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002507067,"about_ca_topic_score_gemma":0.00001130726,"domain_scores_codex":[0.9966143,0.0001188006,0.0003104047,0.0008315715,0.001106852,0.001018052],"domain_scores_gemma":[0.9986687,0.00004199295,0.00008900101,0.0007151591,0.0001079016,0.0003772344],"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":[0.000008395641,0.00009948374,0.0008826248,0.00001092109,0.000002265553,0.0006491356,0.0001035783,0.00001096487,0.995021,0.0006915898,0.001927606,0.0005924369],"study_design_scores_gemma":[0.0003451334,0.000157284,0.004495724,0.00002300452,0.00000478462,0.0005444711,0.0000276666,0.000445081,0.9760036,0.0002877438,0.01724852,0.0004170238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876036,0.0003474485,0.002601202,0.0004665235,0.0005352864,0.0002418029,0.00003539383,0.000201446,0.007967308],"genre_scores_gemma":[0.9934608,0.0001259468,0.004102263,0.0005312626,0.00008329137,0.00002440272,0.000004807767,0.00002904751,0.001638231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01901744,"threshold_uncertainty_score":0.9997435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114491279872191,"score_gpt":0.2606268319046504,"score_spread":0.2394819191059285,"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."}}