{"id":"W2592133138","doi":"10.12688/f1000research.11232.1","title":"Imagining tomorrow's university: open science and its impact","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Open science; SWORD; Prestige; Engineering ethics; Open data; Perspective (graphical); Institution; Sociology; Political science; Engineering; Computer science; Social science; World Wide Web; Law; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02345765,0.0004831766,0.0005829459,0.002228719,0.009986163,0.02712586,0.001705707,0.00680308,0.01222591],"category_scores_gemma":[0.03752809,0.0003578113,0.0005993827,0.00411686,0.02958884,0.02683904,0.01048909,0.009764077,0.001155445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082036,"about_ca_system_score_gemma":0.01510217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01662767,"about_ca_topic_score_gemma":0.0224657,"domain_scores_codex":[0.9868097,0.008910653,0.0003436154,0.001073524,0.001830012,0.001032544],"domain_scores_gemma":[0.9577691,0.02849818,0.002016972,0.00220662,0.002764736,0.006744349],"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":[0.0001123047,0.00003527334,0.002759721,0.0002882994,0.00002527588,0.000265201,0.02379105,0.0006559317,0.0004839345,0.821622,0.1024651,0.04749583],"study_design_scores_gemma":[0.00001607727,0.00003908143,0.001982247,0.0007504579,0.00001655931,0.0001403262,0.04842753,0.0009709878,0.0006631496,0.5054746,0.441432,0.00008693787],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02433812,0.01359444,0.009777064,0.8899429,0.003706191,0.00003400243,0.0002871847,0.0001365186,0.05818349],"genre_scores_gemma":[0.8891645,0.02065785,0.01989644,0.04862858,0.003291669,0.0001333374,0.0003242196,0.0002787417,0.01762466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9982943,"threshold_uncertainty_score":0.1240575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4431513589303891,"score_gpt":0.5643572340912549,"score_spread":0.1212058751608658,"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."}}