{"id":"W4391809778","doi":"10.21428/6094d7d2.0b475ede","title":"Trans Metadata Collective","year":2024,"lang":"en","type":"article","venue":"","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Metadata; World Wide Web; Computer science; Information retrieval","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02826225,0.0008243321,0.000968677,0.01165416,0.01151648,0.01730524,0.003339264,0.002933736,0.04925747],"category_scores_gemma":[0.04286316,0.0008702646,0.001110048,0.0118123,0.008022973,0.02715137,0.02904669,0.004346846,0.02004993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00506815,"about_ca_system_score_gemma":0.01511654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005470473,"about_ca_topic_score_gemma":0.008779669,"domain_scores_codex":[0.9727383,0.01112124,0.003405052,0.00417823,0.007231541,0.001325622],"domain_scores_gemma":[0.9182171,0.0126485,0.003851818,0.04426745,0.01585896,0.005156215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007779846,0.0001189078,0.005472676,0.0005830502,0.00005878773,0.0004241372,0.04439711,0.0002559217,0.0037646,0.6266098,0.1249392,0.193298],"study_design_scores_gemma":[0.00000455006,0.00002881868,0.0008184518,0.0002376782,0.00001760475,0.0003091058,0.009959484,0.0001797195,0.00101218,0.03150098,0.9559028,0.00002872333],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02118033,0.00168287,0.1872838,0.01433735,0.0027766,0.001660775,0.004973369,0.003367657,0.7627372],"genre_scores_gemma":[0.1933237,0.003399314,0.1924427,0.01000471,0.002280064,0.003971844,0.02047916,0.005311489,0.5687869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9966607,"threshold_uncertainty_score":0.1647826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1421338355090684,"score_gpt":0.3891427488756691,"score_spread":0.2470089133666007,"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."}}