{"id":"W2626762786","doi":"10.19173/irrodl.v18i4.3032","title":"Student Perceptions of College Faculty Who Use OER","year":2017,"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":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Kindness; Creativity; Class (philosophy); Distance education; Open education; Psychology; Mathematics education; Perception; Higher education; Educational technology; Public university; Open university; Pedagogy; Computer science; Social psychology","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":[0.004184536,0.00007238757,0.0002157895,0.00009205981,0.0004929107,0.0006508862,0.003285766,0.00002509779,0.0001799153],"category_scores_gemma":[0.002969121,0.00005160396,0.00004594409,0.0002317035,0.0002038397,0.0008655537,0.002332963,0.0004892143,0.00002011522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000681669,"about_ca_system_score_gemma":0.0001742341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006607675,"about_ca_topic_score_gemma":0.00002235757,"domain_scores_codex":[0.9981409,0.0004477371,0.0003286205,0.0002167872,0.0006920229,0.0001739302],"domain_scores_gemma":[0.9982134,0.0004435074,0.0002538692,0.0004323853,0.0005894186,0.00006739697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000481473,0.0004396108,0.5878742,0.0007614339,0.0001006448,0.00001425515,0.002281931,0.000219388,0.0001788211,0.3615307,0.01590578,0.03064505],"study_design_scores_gemma":[0.0005841396,0.00008976446,0.8967174,0.005243407,0.000005774558,0.0000110141,0.008469702,0.002834426,0.00004619956,0.0005526044,0.08533254,0.0001130125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7991916,0.003327642,0.002899642,0.08386987,0.0005144132,0.002505656,0.0002150908,0.00003536665,0.1074407],"genre_scores_gemma":[0.9884373,0.008574276,0.000549454,0.00008238718,0.00002107288,0.00003686296,0.00004501541,0.000003983028,0.002249673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3609781,"threshold_uncertainty_score":0.627651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1610866608626013,"score_gpt":0.5047376840291488,"score_spread":0.3436510231665474,"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."}}