{"id":"W4401485905","doi":"10.32388/y5s2db","title":"Review of: \"nanodipole L/d is significantly reduced, it cannot be used\"","year":2024,"lang":"en","type":"preprint","venue":"Qeios","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wave Control Systems (Canada)","funders":"","keywords":"Computer science; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002195143,0.0003837643,0.0006444301,0.0001666948,0.00002452727,0.00003647893,0.0004989553,0.0004961417,0.000203241],"category_scores_gemma":[0.00007271615,0.0003468499,0.0002536726,0.0002456477,0.0001094275,0.00001673519,0.00067618,0.0008659856,0.0001802758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001131465,"about_ca_system_score_gemma":0.0001398845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000126047,"about_ca_topic_score_gemma":0.000007469741,"domain_scores_codex":[0.9984684,0.00001971191,0.00054492,0.000435415,0.0002220986,0.0003094328],"domain_scores_gemma":[0.9987944,0.00002976515,0.00009154547,0.0009583631,0.00007301384,0.00005287283],"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":[0.000001195706,0.00001005981,0.000002554083,0.02401157,0.000119114,0.00002177462,0.0001814988,0.00001098779,0.07467441,0.0001343569,0.8944019,0.006430571],"study_design_scores_gemma":[0.0000602861,0.00002235961,0.000003527254,0.02757712,0.0002351527,0.00001801542,0.00009382189,0.0002809782,0.3945871,0.001343291,0.5752298,0.0005485927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03565066,0.9185196,0.0003075465,0.02097427,0.003837249,0.001384874,0.001258142,0.003906283,0.01416144],"genre_scores_gemma":[0.5305103,0.4600591,0.002680374,0.002695005,0.0003824053,0.0000879951,0.0001816157,0.0002453249,0.00315787],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4948597,"threshold_uncertainty_score":0.9998984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03626754984272663,"score_gpt":0.2690610234465051,"score_spread":0.2327934736037785,"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."}}