{"id":"W6890112853","doi":"10.34734/fzj-2024-04506","title":"The Utopian Model: How The Neuro Has Become An Open Science Institution","year":2020,"lang":"en","type":"article","venue":"JuSER Publikationsportal","topic":"Undergraduate Neuroscience Education and Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open science; Institution; Alliance; Citizen science; Officer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009592437,0.0001474989,0.00009772171,0.0001231608,0.005682163,0.006829974,0.004824232,0.00003624208,0.00002395123],"category_scores_gemma":[0.003839704,0.00008425499,0.00004087437,0.00263845,0.002583082,0.004559814,0.0006003618,0.0004160619,0.00004479363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005451429,"about_ca_system_score_gemma":0.00217958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004528201,"about_ca_topic_score_gemma":0.0001670699,"domain_scores_codex":[0.9971347,0.0001697424,0.0002366354,0.0007704885,0.001164712,0.0005237019],"domain_scores_gemma":[0.9982689,0.0002143742,0.0001384028,0.0007544432,0.0002118604,0.0004119886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004563956,0.0003222924,0.002814725,0.000008509388,0.000002869184,0.00001536681,0.004556375,0.003477602,0.191848,0.7725991,0.02112455,0.00318499],"study_design_scores_gemma":[0.0006394609,0.0002957257,0.03848865,0.000006133928,0.0000131339,0.00004205482,0.001559472,0.4461074,0.02059483,0.004221975,0.4875413,0.0004898263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4175068,0.000004221422,0.001187535,0.5713345,0.00116356,0.00107643,0.00002136258,0.0001771261,0.007528493],"genre_scores_gemma":[0.9872456,0.0000186431,0.0001155789,0.009851338,0.0001487843,0.00009274755,0.000006365686,0.00001595092,0.002504993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7683771,"threshold_uncertainty_score":0.9956123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2594514328870787,"score_gpt":0.3706649238072975,"score_spread":0.1112134909202188,"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."}}