{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004240453,0.0001967492,0.0002369378,0.0000557916,0.002137338,0.0007184239,0.001534981,0.0001579221,0.02323437],"category_scores_gemma":[0.0001549677,0.0001099471,0.00005203207,0.0005370399,0.0002192063,0.0001013889,0.001769059,0.0001403719,0.0006287235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009906368,"about_ca_system_score_gemma":0.00000380603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003057863,"about_ca_topic_score_gemma":0.00001425818,"domain_scores_codex":[0.9984106,0.0002174728,0.0002419612,0.0005911435,0.0002433837,0.0002954599],"domain_scores_gemma":[0.9992437,0.00005078648,0.0001921955,0.0001829053,0.0001474152,0.0001829489],"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":[0.00001977096,0.0001207063,0.000002498486,0.00004184605,0.0000328891,7.048177e-7,0.00009689615,1.699805e-7,0.005472094,0.000492451,0.8631255,0.1305945],"study_design_scores_gemma":[0.0002466594,0.0001934992,0.0001367981,0.00001326946,0.00002952488,0.00001514229,0.0003797806,0.00004294625,0.00001230922,0.0002481413,0.9984322,0.0002497054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.009145002,0.005001788,0.01139169,0.0252446,0.0009220314,0.03423922,0.526455,0.005904595,0.3816961],"genre_scores_gemma":[0.005944626,0.001396181,0.002539278,0.001354629,0.001401845,0.00001317166,0.8754773,0.001126128,0.1107469],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3490223,"threshold_uncertainty_score":0.9991617,"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."}}