{"id":"W4388819166","doi":"10.1073/pnas.2311901120","title":"Invasive mussels fashion silk-like byssus via mechanical processing of massive horizontally acquired coiled coils","year":2023,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Government of Canada","keywords":"Byssus; Biology; SILK; Thread (computing); Cell biology; Evolutionary biology; Mussel; Biophysics; Ecology; Materials science; Computer science; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008392687,0.0002719072,0.00008586192,0.0001586615,0.0001968916,0.0003213762,0.00007482668,0.0001945184,0.0005131168],"category_scores_gemma":[0.0001012875,0.0001404049,0.0002227751,0.00006941684,0.0002281573,0.000232145,0.00029671,0.0002243569,0.000333672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115092,"about_ca_system_score_gemma":0.00009855076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004377357,"about_ca_topic_score_gemma":0.0008790349,"domain_scores_codex":[0.9999481,0.000008527999,0.000002713206,0.00001559345,0.00001116962,0.00001382611],"domain_scores_gemma":[0.9999237,0.000008896129,0.00003103248,0.000009728034,0.00001098917,0.00001568692],"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":[0.00001379489,0.000003892738,0.002279988,0.00002164206,0.000005516117,0.00007440078,0.0000480144,0.00005671471,0.9960847,0.00009202766,0.00002509295,0.001294256],"study_design_scores_gemma":[0.00001287963,0.0003748834,0.2364947,0.0000289258,0.00005126525,0.001421158,0.0005771018,0.003912949,0.7483119,0.0004522415,0.008336918,0.00002516209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964474,0.0002355856,0.002001972,0.00003257969,0.000004523267,0.000007906582,0.00004775355,0.00004014409,0.001181981],"genre_scores_gemma":[0.9952118,0.0002517668,0.002025472,0.0000208787,0.000003220764,0.000006054877,0.0001076636,0.00001126486,0.002361865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005131168,"threshold_uncertainty_score":0.001716495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525289257321011,"score_gpt":0.2830548139705211,"score_spread":0.247801921397311,"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."}}