{"id":"W6967397070","doi":"10.5281/zenodo.11488192","title":"The Evolution of Dataverse & Community Panel","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Council of University Libraries","funders":"","keywords":"Presentation (obstetrics); Field (mathematics); Government (linguistics); Work (physics)","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":[0.1485236,0.001163438,0.001349292,0.008755994,0.009546893,0.01954232,0.007094476,0.008554019,0.1222087],"category_scores_gemma":[0.2160741,0.001647715,0.001667285,0.01139496,0.005813031,0.02909509,0.02905275,0.01339969,0.05655427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005196759,"about_ca_system_score_gemma":0.01646965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009492857,"about_ca_topic_score_gemma":0.01426175,"domain_scores_codex":[0.9296333,0.03416354,0.002830999,0.008303674,0.02151852,0.003549981],"domain_scores_gemma":[0.7364146,0.08503563,0.005658042,0.06717817,0.06640172,0.03931173],"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":[0.0001607999,0.00009272178,0.001558922,0.0003331889,0.0000371257,0.00008121174,0.002773807,0.000234488,0.000888944,0.07179271,0.7603658,0.1616802],"study_design_scores_gemma":[0.00001172487,0.00001512254,0.0006656614,0.0002302997,0.000005070154,0.00002633802,0.0007520321,0.0002139893,0.0002736615,0.009722468,0.9880551,0.00002858517],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008708044,0.005205983,0.1233196,0.4887769,0.04867341,0.001756097,0.01464067,0.01072089,0.2981984],"genre_scores_gemma":[0.1124752,0.00546263,0.1407772,0.1457326,0.0200278,0.006769715,0.03025178,0.02783094,0.510672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1485236,"threshold_uncertainty_score":0.7854771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5074636695535293,"score_gpt":0.5088486822509208,"score_spread":0.001385012697391552,"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."}}