{"id":"W2563634715","doi":"10.22230/src.2016v7n2/3a255","title":"Developing the Read/Write Library","year":2016,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"World Wide Web; Metadata; Computer science; Digital asset management; Interoperability; Software versioning; Digital library; Asset (computer security); Annotation; Publishing; Data science; Library science; Software; Political science; Business; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001955763,0.00007875848,0.00007429061,0.0001119581,0.002275665,0.00443269,0.0007860037,0.00004070475,0.0009148899],"category_scores_gemma":[0.0003345095,0.00003896351,0.00002982804,0.00006711516,0.0010019,0.006653651,0.0006005791,0.000522167,0.0001634484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000290749,"about_ca_system_score_gemma":0.00006905803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006406169,"about_ca_topic_score_gemma":0.0002929239,"domain_scores_codex":[0.9985376,0.0005232318,0.0001671765,0.0001427324,0.000369613,0.0002596471],"domain_scores_gemma":[0.9981641,0.0007868397,0.00003608559,0.0006285176,0.0003228846,0.00006158045],"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":[0.00001423134,0.00001174398,0.0002543461,0.00000720278,0.000009631643,6.694298e-7,0.004592684,4.711321e-9,0.00003250011,0.939864,0.003621372,0.05159158],"study_design_scores_gemma":[0.0001282809,0.00003656278,0.001957272,0.0001372043,0.000001870868,0.000001979369,0.003926699,8.75204e-7,0.00007471298,0.1709386,0.8227192,0.00007667934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2112019,0.005182433,0.00001815927,0.08340183,0.0001153104,0.0003373084,0.00002819319,0.0001351655,0.6995797],"genre_scores_gemma":[0.9364173,0.002382116,0.00009303907,0.0004902825,0.0001694091,0.00003742395,0.00001134457,0.00001579666,0.06038327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8190979,"threshold_uncertainty_score":0.9999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2422828665714881,"score_gpt":0.3434036883974241,"score_spread":0.101120821825936,"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."}}