{"id":"W4295214969","doi":"10.1016/j.isci.2022.105106","title":"Underwater instant adhesion mechanism of self-assembled amphiphilic hemostatic granular hydrogel from Andrias davidianus skin secretion","year":2022,"lang":"en","type":"article","venue":"iScience","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Manitoba","funders":"","keywords":"Adhesion; Adhesive; Chemistry; Biophysics; Self-healing hydrogels; Tissue Adhesion; Nanotechnology; Materials science; Polymer chemistry; Organic chemistry","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":[0.0006999255,0.0001987078,0.000310104,0.0001528705,0.0005666449,0.00006811923,0.0005617836,0.00003714176,0.0007362877],"category_scores_gemma":[0.0000462663,0.0001805223,0.00008058005,0.0005028848,0.00008369548,0.0004705238,0.0005050749,0.0001441852,0.0001129471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149796,"about_ca_system_score_gemma":0.000126261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008884799,"about_ca_topic_score_gemma":0.00009020945,"domain_scores_codex":[0.9973943,0.0002161961,0.0004568893,0.0005894459,0.0009509281,0.0003922567],"domain_scores_gemma":[0.998906,0.0001810017,0.0003002084,0.0004403097,0.00007375443,0.00009869576],"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":[0.00003835741,0.0001107899,0.0002019309,0.000009783816,0.000007199772,0.00001661002,0.003075596,0.0001457091,0.9955454,0.0005623014,0.00007483193,0.000211421],"study_design_scores_gemma":[0.0004218371,0.0001727334,0.0004941612,0.00002538133,0.00002561698,0.00002002127,0.001517316,0.003009496,0.98605,0.006977751,0.001061023,0.0002247074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951623,0.0004021957,0.002201467,0.000471501,0.000989784,0.0002606855,0.00008320992,0.000129586,0.0002992624],"genre_scores_gemma":[0.9979815,0.00002990458,0.001549765,0.0002768225,0.00001719196,0.00006273103,0.000007810803,0.00001652472,0.00005774969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009495513,"threshold_uncertainty_score":0.8061835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866806373964913,"score_gpt":0.2533555332285189,"score_spread":0.2346874694888698,"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."}}