{"id":"W4238878995","doi":"10.31229/osf.io/xgmyp","title":"Library Collection Development in the Age of Open Access and Research Sharing","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Context (archaeology); Collection development; Library science; Political science; Public relations; Computer science; History","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","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.001165435,0.0001408731,0.000202261,0.0007343306,0.0002436659,0.01025501,0.00759947,0.0001087693,0.0000798261],"category_scores_gemma":[0.00006008936,0.00009775754,0.00002229531,0.001859093,0.00009339125,0.004273403,0.0374897,0.0003444518,0.000006272244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961973,"about_ca_system_score_gemma":0.0008230795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001489161,"about_ca_topic_score_gemma":0.00007788242,"domain_scores_codex":[0.9981461,0.0001547315,0.0003701018,0.000589219,0.0005035936,0.0002363129],"domain_scores_gemma":[0.9990599,0.0002374769,0.00009250484,0.0005060047,0.00005913791,0.00004503731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002271101,0.0006330264,0.4186481,0.0007562401,0.0001688513,0.0001163901,0.04437174,0.00006255252,0.00003729811,0.09093186,0.3927701,0.05127672],"study_design_scores_gemma":[0.0007880339,0.000133922,0.4303435,0.000640835,0.000002888292,0.00001388681,0.0003095086,0.004027959,0.01068154,0.2394072,0.3129342,0.0007165661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2751858,0.0001114974,0.002939672,0.001885764,0.0002505285,0.001307131,8.719632e-7,0.00009280756,0.718226],"genre_scores_gemma":[0.8719084,0.0002165108,0.04943394,0.00084416,0.0001111758,0.0004864459,0.00003880678,0.0000286069,0.07693194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.641294,"threshold_uncertainty_score":0.9977699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2198919826895677,"score_gpt":0.3944679715655668,"score_spread":0.174575988875999,"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."}}