{"id":"W3013565514","doi":"10.1073/pnas.1919712117","title":"Compartmentalized processing of catechols during mussel byssus fabrication determines the destiny of DOPA","year":2020,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Government of Canada","keywords":"Byssus; Catechol; Biopolymer; Nanotechnology; Covalent bond; Polymer; Chemistry; Limiting; Mussel; Materials science; Organic chemistry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006859119,0.00009393055,0.0002212721,0.00007207648,0.0002179454,0.00002426335,0.0008315457,0.00002599771,0.00001961634],"category_scores_gemma":[0.0009394718,0.00005477865,0.00006024346,0.0006971762,0.001132571,0.0005300564,0.0002084887,0.00007792911,0.000001317179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000215321,"about_ca_system_score_gemma":0.00003241649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738528,"about_ca_topic_score_gemma":1.006521e-7,"domain_scores_codex":[0.9981576,0.00001252861,0.0005323177,0.0002039212,0.0009710749,0.000122596],"domain_scores_gemma":[0.9981136,0.0001866742,0.001190094,0.00001146249,0.0004736898,0.00002451497],"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":[0.00003131153,0.00002691565,0.006532496,0.0001465885,0.000006609492,2.860762e-9,0.0009467772,0.00007358348,0.9916639,0.0003245258,0.0001071771,0.0001401157],"study_design_scores_gemma":[0.0001539009,0.00002581504,0.03881975,0.0001148263,0.00001670077,0.000004964664,0.0007782319,0.0007232717,0.9586347,0.0006424651,0.00003351077,0.00005189646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956039,0.0002738454,0.000003936496,0.002932873,0.00002604975,0.0001894472,0.00001811401,0.00001438289,0.0009374251],"genre_scores_gemma":[0.9986945,0.00001217326,0.001103583,0.0001145619,0.00003351935,0.00001413078,5.850163e-8,0.000003526568,0.0000238853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03302923,"threshold_uncertainty_score":0.4173004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08244616003881881,"score_gpt":0.3384424378765385,"score_spread":0.2559962778377197,"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."}}