{"id":"W4412635463","doi":"10.1002/jctb.70028","title":"A personal 360° view of applications of ‘biomimetic’ molecular recognition","year":2025,"lang":"en","type":"article","venue":"Journal of Chemical Technology & Biotechnology","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Molecular recognition; Computer science; Biochemical engineering; Chemistry; Human–computer interaction; Nanotechnology; Engineering; Materials science; Organic chemistry; Molecule","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":[],"consensus_categories":[],"category_scores_codex":[0.001493496,0.0004973571,0.0001687428,0.0009788629,0.001037359,0.002799223,0.0007370647,0.001844694,0.03656319],"category_scores_gemma":[0.0009323206,0.0002120527,0.0003871161,0.0006652352,0.002509388,0.002806034,0.001425661,0.00308789,0.01254686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001212144,"about_ca_system_score_gemma":0.0008008616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494748,"about_ca_topic_score_gemma":0.00203415,"domain_scores_codex":[0.9993656,0.0001351386,0.00002221713,0.0001482123,0.0002576614,0.00007115831],"domain_scores_gemma":[0.9993368,0.0002080982,0.00003858404,0.00005788749,0.0001975144,0.0001611211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002246566,0.0001785995,0.00071683,0.0004187745,0.0000146463,0.0002460831,0.0006363837,0.001692922,0.01551628,0.2351684,0.5431686,0.2020178],"study_design_scores_gemma":[0.000002315075,0.00002771637,0.0001156385,0.00005708172,0.000001633834,0.00009645526,0.00006269333,0.000203934,0.0008806032,0.004809331,0.993737,0.000005639257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006421232,0.1394395,0.0380756,0.1377851,0.03774706,0.00006598829,0.0004576831,0.0004126782,0.6395952],"genre_scores_gemma":[0.1106063,0.1261709,0.02590452,0.04305219,0.02457987,0.00007672098,0.0002798044,0.0004431012,0.6688865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03656319,"threshold_uncertainty_score":0.1223161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005523476526543399,"score_gpt":0.2717453521796833,"score_spread":0.2662218756531399,"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."}}