{"id":"W4401638196","doi":"10.54337/nlc.v12.8663","title":"Openness: Student perceptions","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Openness to experience; Empowerment; Knowledge management; Open educational resources; Negotiation; Sociology; Perception; Literacy; Pedagogy; Educational technology; Psychology; Computer science; Political science; Social psychology","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":[0.01166205,0.0004639631,0.0007697337,0.002484167,0.004699184,0.01105628,0.0009611062,0.001597099,0.01041402],"category_scores_gemma":[0.03704823,0.0003818477,0.0009390474,0.001535384,0.004713484,0.006097232,0.01157508,0.004901241,0.001469586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001942648,"about_ca_system_score_gemma":0.001819976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426881,"about_ca_topic_score_gemma":0.0008574884,"domain_scores_codex":[0.9894761,0.003840237,0.0007051565,0.0009258917,0.003265588,0.001787104],"domain_scores_gemma":[0.972967,0.009929378,0.004095894,0.001101248,0.003734926,0.008171692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000311319,0.001289684,0.2509722,0.0003756788,0.00006706321,0.0007829549,0.6415662,0.0002660387,0.002166689,0.007527726,0.006929726,0.0877448],"study_design_scores_gemma":[0.0000343667,0.0009024859,0.09813431,0.0002833683,0.00003451934,0.0008477718,0.8443344,0.0004803506,0.001072271,0.003094663,0.05063207,0.0001493642],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763027,0.0005296558,0.001068243,0.003337645,0.0002335923,0.0001276036,0.000181256,0.00006285391,0.01815637],"genre_scores_gemma":[0.9943752,0.0002942802,0.0002529731,0.0006359428,0.00005438052,0.00008579197,0.0000721843,0.00002786719,0.00420136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9990389,"threshold_uncertainty_score":0.06167555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292382507256206,"score_gpt":0.3167325429013804,"score_spread":0.2838087178288183,"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."}}