{"id":"W2170770747","doi":"10.1002/mabi.200790013","title":"Macromol. Biosci. 7/2007","year":2007,"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":"National Research Council Canada; Polytechnique Montréal","funders":"","keywords":"Cover (algebra); Perpendicular; Polymer science; Materials science; Crystallography; Composite material; Chemistry; Mathematics; Geometry; 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":[0.00274996,0.0002236026,0.0002004187,0.0002258579,0.0003781613,0.0003168352,0.00107061,0.00009991394,0.001378148],"category_scores_gemma":[0.0002196864,0.0001930317,0.0001073452,0.0009886068,0.0006465494,0.000250872,0.0003780127,0.0001693079,0.002309933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007848799,"about_ca_system_score_gemma":0.0001259798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001765776,"about_ca_topic_score_gemma":0.00001809094,"domain_scores_codex":[0.9965529,0.00006420867,0.0003473964,0.0007431575,0.001044252,0.001248078],"domain_scores_gemma":[0.9986573,0.0000715909,0.00009040839,0.0006205532,0.0001338559,0.0004262909],"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":[0.00001260599,0.0000794282,0.000493635,0.00001183749,0.000001742337,0.0003287416,0.00004644017,0.000003674636,0.9923514,0.002785456,0.0006344271,0.003250648],"study_design_scores_gemma":[0.0002362559,0.0001099014,0.003406911,0.00002158079,0.000004417344,0.0000850401,0.00005947974,0.0001358799,0.9742222,0.0004986373,0.0209062,0.0003134634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570416,0.0003097913,0.02405926,0.0002826343,0.0009726163,0.0002378304,0.00002055348,0.0001927536,0.01688299],"genre_scores_gemma":[0.9917301,0.00001984228,0.006495802,0.0006615351,0.0001355997,0.000007126953,0.000003424126,0.00002623139,0.0009203268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03468854,"threshold_uncertainty_score":0.9995347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113240702155006,"score_gpt":0.2847359740732522,"score_spread":0.2734119038577517,"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."}}