{"id":"W6950034665","doi":"10.5281/zenodo.15094741","title":"5D-NP-DEMODEV_MN - open dataset for \"Bioinspired microneedle patches: Biomimetic designs, fabrication, and biomedical applications\"","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cultural and Social Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"European Commission","keywords":"Biomimetic materials; Clinical Practice; Medical imaging; MEDLINE","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":[0.0008462694,0.004019318,0.002455503,0.003406144,0.001507364,0.002809202,0.004310433,0.004523838,0.08331781],"category_scores_gemma":[0.003516025,0.0008888964,0.002455508,0.003549981,0.0006672257,0.001819864,0.003103247,0.002286804,0.1172683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666875,"about_ca_system_score_gemma":0.001896663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01930275,"about_ca_topic_score_gemma":0.04390476,"domain_scores_codex":[0.9988509,0.0001425219,0.00008605575,0.0003681208,0.000343608,0.0002086506],"domain_scores_gemma":[0.9987879,0.0003755358,0.00009691815,0.0003101481,0.0002807773,0.0001487539],"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":[0.0001048717,0.00004370612,0.0006304065,0.001366253,0.00006463278,0.00006235029,0.00002660874,0.0007383548,0.0004942282,0.0006460163,0.9920257,0.00379676],"study_design_scores_gemma":[0.0002252189,0.00004283679,0.002577583,0.0003507131,0.00006674005,0.0001859863,0.00007681967,0.002403317,0.001671054,0.002403835,0.9899371,0.00005891052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002925219,0.0002695041,0.0002814916,0.00008636729,0.00008827801,0.00001920717,0.9959253,0.001721706,0.001315614],"genre_scores_gemma":[0.0005215286,0.00009832402,0.0006443726,0.000060981,0.00001086699,0.00005409789,0.9977732,0.000199258,0.0006373737],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08331781,"threshold_uncertainty_score":0.2787259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06990506869143441,"score_gpt":0.26166807494037,"score_spread":0.1917630062489356,"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."}}