{"id":"W4327591837","doi":"10.18438/eblip30280","title":"An Online Community of Data Enthusiasts Collaborates to Seek, Share, and Make Sense of Data","year":2023,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Metadata; Computer science; Sample (material); Coding (social sciences); Topic model; Construct (python library); Information retrieval; World Wide Web; Online community; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.05009427,0.001054839,0.001010431,0.01252653,0.009430564,0.01206992,0.002310181,0.003546465,0.0158258],"category_scores_gemma":[0.09613362,0.001409772,0.001161679,0.007427571,0.007319784,0.02143268,0.02380951,0.003225494,0.006643092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002496599,"about_ca_system_score_gemma":0.009088708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352473,"about_ca_topic_score_gemma":0.002897733,"domain_scores_codex":[0.9589182,0.02664025,0.002517435,0.004233316,0.006325827,0.001364966],"domain_scores_gemma":[0.8837026,0.0560606,0.009742477,0.01507189,0.01328954,0.02213294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003100688,0.0008433682,0.03977222,0.002489567,0.0003567744,0.001829603,0.1285122,0.0003622585,0.009413043,0.05323147,0.1398364,0.6230431],"study_design_scores_gemma":[0.00006062416,0.0002561676,0.007788819,0.001291497,0.00006037185,0.000913114,0.03453753,0.0007549733,0.000854797,0.02501805,0.9283405,0.0001235748],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2825194,0.02514947,0.2708409,0.1622891,0.005794778,0.01203774,0.003613941,0.004647088,0.2331076],"genre_scores_gemma":[0.5574902,0.01180476,0.2702979,0.02805351,0.003611446,0.005908539,0.00566938,0.002219419,0.1149449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05009427,"threshold_uncertainty_score":0.264927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2253851148402752,"score_gpt":0.4084012595151162,"score_spread":0.183016144674841,"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."}}