{"id":"W3085743668","doi":"10.17613/dksh-qv21","title":"Designing a Preparedness Model for the Future of Open Scholarship","year":2020,"lang":"en","type":"report","venue":"Humanities Commons CORE (Modern Language Association / Columbia University)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Indiana University Bloomington; Wellcome Trust; Scheme for Promotion of Academic and Research Collaboration; University of Toronto; Iowa State University; North Carolina State University; Alfred P. Sloan Foundation","keywords":"Preparedness; Scholarship; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.01684103,0.001196626,0.0004310653,0.003759046,0.006712884,0.01764507,0.004202831,0.006743287,0.01605478],"category_scores_gemma":[0.0178043,0.001037861,0.001841945,0.001967863,0.01368429,0.02500658,0.01368354,0.005917293,0.002661442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01119662,"about_ca_system_score_gemma":0.01690066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005006373,"about_ca_topic_score_gemma":0.005732276,"domain_scores_codex":[0.9883476,0.005997269,0.0005128048,0.001684708,0.001908966,0.001548783],"domain_scores_gemma":[0.9884622,0.004477915,0.001333391,0.00124952,0.001935623,0.002541348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001158593,0.00004397521,0.0005530904,0.00004354728,0.00000659991,0.0001395323,0.0019402,0.01477715,0.0001505062,0.9770418,0.001439856,0.003852202],"study_design_scores_gemma":[0.0000413036,0.00008736704,0.0003178856,0.0002020631,0.00001463748,0.0001543627,0.006062026,0.0480849,0.0003152296,0.8869382,0.0577279,0.00005419701],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03893118,0.000500807,0.5201656,0.04913326,0.0004781898,0.001645121,0.0002719866,0.0007330534,0.3881408],"genre_scores_gemma":[0.6859218,0.0009623062,0.2652442,0.001692505,0.0001838262,0.002483154,0.0004124115,0.0003206535,0.04277915],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9957972,"threshold_uncertainty_score":0.0890649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2022037433645345,"score_gpt":0.3447905346376053,"score_spread":0.1425867912730708,"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."}}