{"id":"W1952863085","doi":"","title":"Defiant Objects: Non-standard research outputs in Institutional Repositories","year":2013,"lang":"en","type":"article","venue":"Goldsmiths (University of London)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Upload; Terminology; Computer science; World Wide Web; Work (physics); Conjunction (astronomy); Engineering; Linguistics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001690492,0.0001127866,0.0002085328,0.0007397757,0.000365193,0.0006176896,0.002627166,0.00007345046,0.00005545692],"category_scores_gemma":[0.0003372992,0.0001278042,0.00005655113,0.001469293,0.000409332,0.02279471,0.002049695,0.0003970179,0.0002168289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663088,"about_ca_system_score_gemma":0.0003863399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006266339,"about_ca_topic_score_gemma":0.001066113,"domain_scores_codex":[0.9973301,0.0002849515,0.0001784595,0.0005311877,0.001185637,0.0004896221],"domain_scores_gemma":[0.9979703,0.0003120647,0.0001181915,0.000965833,0.0004843333,0.0001493053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003011497,0.0005742332,0.05686357,0.0003718571,0.0001743321,0.001930193,0.00702561,0.0002893587,0.002375373,0.8553659,0.04197122,0.03275719],"study_design_scores_gemma":[0.006146729,0.001393683,0.6941347,0.0006316377,0.0000291591,0.00008575986,0.01376767,0.01621363,0.003092032,0.01475068,0.2485487,0.00120556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5606073,0.0004350737,0.3196467,0.01193489,0.0006076312,0.001555378,0.0000333096,0.0001806569,0.1049991],"genre_scores_gemma":[0.9599619,0.0004200854,0.03542174,0.00003458222,0.00003131132,0.000002825781,0.000006913212,0.000005836844,0.004114822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8406152,"threshold_uncertainty_score":0.990873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05126879149694394,"score_gpt":0.2979165722866238,"score_spread":0.2466477807896798,"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."}}