{"id":"W2766606724","doi":"10.3138/jsp.49.1.41","title":"Opening the Monograph: Lessons from Luminos","year":2017,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Digital Rights Management and Security","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distribution (mathematics); Launched; Space (punctuation); Computer science; Engineering management; Library science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002948234,0.0001181273,0.0001922774,0.000195154,0.001141348,0.2540578,0.009225608,0.00007316638,0.00001138604],"category_scores_gemma":[0.00207307,0.0000707077,0.0001854805,0.0001703179,0.00008130413,0.2609374,0.001416347,0.001136135,0.00001046027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115675,"about_ca_system_score_gemma":0.00008198298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001657907,"about_ca_topic_score_gemma":0.00002450884,"domain_scores_codex":[0.9981512,0.00008559584,0.0004096127,0.0002000423,0.0009063986,0.0002470944],"domain_scores_gemma":[0.9970756,0.0001685287,0.001028023,0.000998166,0.0005701011,0.0001595856],"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":[0.00003464588,0.0001941689,0.0575785,0.00001067746,0.0004310634,0.0005865251,0.005144256,0.00002712845,0.0005670354,0.4869566,0.0593557,0.3891137],"study_design_scores_gemma":[0.001334296,0.0001209514,0.3738345,0.0002437013,0.00006125953,0.00006825051,0.0004820063,0.002722439,0.0005016795,0.2773398,0.3428853,0.0004058057],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.608317,0.001283824,0.06328797,0.1569864,0.004116483,0.0002043917,0.000006537965,0.0000744797,0.1657228],"genre_scores_gemma":[0.9911912,0.00002962878,0.007416259,0.0004527296,0.0004382396,9.324467e-7,5.336379e-7,0.000006720506,0.0004637773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3887079,"threshold_uncertainty_score":0.9961349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06516164886200314,"score_gpt":0.2913005179042741,"score_spread":0.226138869042271,"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."}}