{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001885909,0.001851884,0.000672153,0.001738655,0.0004811591,0.001098519,0.0007591007,0.0006559201,0.2022205],"category_scores_gemma":[0.0002817519,0.0004837677,0.000647913,0.0006454862,0.0001643433,0.0006657356,0.0006815357,0.0009688695,0.3388896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000632651,"about_ca_system_score_gemma":0.0004007736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007223013,"about_ca_topic_score_gemma":0.001227447,"domain_scores_codex":[0.9998804,0.000005311871,0.000005367356,0.0000236906,0.00005797601,0.00002720079],"domain_scores_gemma":[0.9999177,0.000008871989,0.000008632312,0.00001246644,0.00002286826,0.00002943862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003701348,0.000334162,0.0002775104,0.001101349,0.00006849388,0.0003919979,0.00006449432,0.000643285,0.2871293,0.004538078,0.2800135,0.4250677],"study_design_scores_gemma":[0.00006664406,0.00009771744,0.001655861,0.0001293693,0.00003593515,0.000618077,0.00002393349,0.0008574756,0.06947539,0.001252657,0.9257626,0.00002427962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02842957,0.05143795,0.03303012,0.004099156,0.006781363,0.000860963,0.0234794,0.008692184,0.8431893],"genre_scores_gemma":[0.03198974,0.02560941,0.01778709,0.001028858,0.0006950861,0.000445909,0.0377322,0.0007303911,0.8839812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7977795,"threshold_uncertainty_score":0.676495,"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."}}