{"id":"W4404282804","doi":"10.3390/bios14110542","title":"Research Trends in the Development of Block Copolymer-Based Biosensing Platforms","year":2024,"lang":"en","type":"review","venue":"Biosensors","topic":"Block Copolymer Self-Assembly","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Hoseo University","keywords":"Nanotechnology; Biosensor; Computer science; Biochemical engineering; Materials science; Engineering","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":[0.001076061,0.0009949052,0.001039479,0.003166051,0.0003025153,0.001085156,0.0009284769,0.001263477,0.002491747],"category_scores_gemma":[0.0009446442,0.0005130845,0.0005786396,0.002807587,0.0005972921,0.002436653,0.0008198614,0.002340062,0.001459691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008850447,"about_ca_system_score_gemma":0.001453718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008249965,"about_ca_topic_score_gemma":0.001251168,"domain_scores_codex":[0.9996245,0.00006031148,0.00004722935,0.00007648,0.0001502652,0.00004129653],"domain_scores_gemma":[0.9995852,0.0001842591,0.00004704477,0.00001514621,0.0001217376,0.0000465791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007580022,0.0001957054,0.0003120782,0.03857431,0.0001124882,0.0004529932,0.0002046192,0.001043123,0.01217652,0.03407269,0.02953484,0.8832448],"study_design_scores_gemma":[0.00001499535,0.0001259049,0.000580701,0.003231574,0.00006829029,0.0008464942,0.00005867849,0.0002068578,0.002251123,0.002845431,0.989747,0.00002291925],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002056762,0.9977224,0.0002676381,0.0002509551,0.0002089194,0.000006542014,0.000009548168,0.000006840872,0.001321491],"genre_scores_gemma":[0.0009624865,0.997752,0.0004151163,0.0001832471,0.0001457848,0.00001092318,0.00001525373,0.000001788116,0.0005133672],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003166051,"threshold_uncertainty_score":0.00833571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160437987756338,"score_gpt":0.4209887173887643,"score_spread":0.2605507296324262,"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."}}