{"id":"W1828697651","doi":"10.19173/irrodl.v13i4.1313","title":"Assumptions and challenges of open scholarship","year":2012,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Open education; Openness to experience; Conversation; Sociology; Digital scholarship; SPARK (programming language); Higher education; Public relations; Political science; Engineering ethics; Pedagogy; Psychology; Computer science; Social psychology; Engineering; Library science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.1264689,0.0005744863,0.001386496,0.005072783,0.01371332,0.03562282,0.005482831,0.01397352,0.003319865],"category_scores_gemma":[0.1067251,0.0008509179,0.001123317,0.004150118,0.1827946,0.04590701,0.02560503,0.02079495,0.001095945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01301859,"about_ca_system_score_gemma":0.01902067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004052596,"about_ca_topic_score_gemma":0.002195453,"domain_scores_codex":[0.8622473,0.09500025,0.00542324,0.01035725,0.02238631,0.004585741],"domain_scores_gemma":[0.7881666,0.174259,0.007595121,0.0119534,0.01154076,0.006485141],"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":[0.000009034842,0.00001109954,0.0001538241,0.00005847181,0.000002576784,0.00003954673,0.008134298,0.0001383294,0.00002038816,0.9872426,0.0009463126,0.003243602],"study_design_scores_gemma":[0.00001277418,0.00001220746,0.0001016197,0.0003245984,0.000003137316,0.000063405,0.009843791,0.0004418177,0.00005001261,0.9668893,0.02224118,0.00001608294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03717554,0.01509831,0.04111441,0.7412186,0.001732677,0.0001211487,0.00008721901,0.00008301015,0.1633691],"genre_scores_gemma":[0.9496831,0.008466559,0.01335631,0.02108174,0.001750395,0.0004994615,0.00005351339,0.00007277897,0.005036168],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9945171,"threshold_uncertainty_score":0.6688393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2727454164129062,"score_gpt":0.4947178553392714,"score_spread":0.2219724389263652,"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."}}