{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01037962,0.00006287659,0.0001858671,0.0001074755,0.0001628227,0.0003605093,0.002322017,0.00002503514,0.00008678519],"category_scores_gemma":[0.002383004,0.00004600168,0.00001981209,0.0003610425,0.0001117568,0.001298948,0.002881348,0.0004992883,0.00001248734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000377407,"about_ca_system_score_gemma":0.0001112004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001928344,"about_ca_topic_score_gemma":0.000009081218,"domain_scores_codex":[0.9981259,0.0008057409,0.0002732598,0.000171017,0.0004263746,0.0001977176],"domain_scores_gemma":[0.9985238,0.0007527476,0.0001419572,0.000210451,0.0002801472,0.00009089598],"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":[0.00002070724,0.0002000431,0.09337449,0.0009505727,0.00003679599,0.000001084684,0.000907453,0.00001433912,0.00008642313,0.800914,0.0006689053,0.1028251],"study_design_scores_gemma":[0.00116863,0.0002027245,0.6088346,0.01472441,0.00001370572,0.00005843426,0.01341583,0.001484853,0.0002604374,0.008826768,0.3507236,0.0002860471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.158332,0.3601921,0.001885029,0.2360367,0.0005790202,0.003357011,0.00003341195,0.00004427815,0.2395405],"genre_scores_gemma":[0.8899049,0.1088469,0.0008861499,0.00008551266,0.00002294686,0.00003883627,0.0000148173,0.000003537914,0.0001963429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7920873,"threshold_uncertainty_score":0.4314924,"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."}}