{"id":"W2099503228","doi":"10.1039/c5cc06852e","title":"Mussel-inspired antifouling coatings bearing polymer loops","year":2015,"lang":"en","type":"article","venue":"Chemical Communications","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Biofouling; Mussel; Bearing (navigation); Polymer; Materials science; Polymer science; Chemistry; Nanotechnology; Composite material; Computer science; Membrane; Fishery; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002886462,0.000134507,0.0001966796,0.00004527789,0.0002450574,0.00009592706,0.0009873342,0.00006381192,0.00006234986],"category_scores_gemma":[0.0006095888,0.0001336053,0.00005637341,0.0002122708,0.0003147883,0.0002698039,0.0009634176,0.0002358943,0.0006959109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008746881,"about_ca_system_score_gemma":0.000059324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002646121,"about_ca_topic_score_gemma":0.00001572643,"domain_scores_codex":[0.9988782,0.0000774727,0.000334603,0.0002228655,0.0002257578,0.0002611468],"domain_scores_gemma":[0.997851,0.0004176223,0.0001358508,0.001257445,0.0001799454,0.0001581597],"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":[0.000007192704,0.00006403626,0.0007076871,0.000003842529,0.00000739427,4.560814e-7,0.001031999,0.00000252923,0.9957952,0.0004331537,0.001585473,0.0003609947],"study_design_scores_gemma":[0.0002166762,0.000007630725,0.0000643468,0.00003222952,0.00001773214,0.000008629398,0.0007763755,0.0002978723,0.9891794,0.0001557934,0.009080556,0.0001627451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727443,0.002875571,0.0005016778,0.003828834,0.0003050728,0.00010507,0.000016685,0.000350481,0.01927233],"genre_scores_gemma":[0.9923139,0.00002957288,0.006698959,0.0003868654,0.0000542064,0.00003574863,0.00001860426,0.00001994522,0.0004422609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01956956,"threshold_uncertainty_score":0.8944759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015156567271573,"score_gpt":0.3351936017776214,"score_spread":0.2336779450504641,"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."}}