{"id":"W1537361403","doi":"10.19173/irrodl.v14i4.1523","title":"The adoption of open educational resources by one community college math department","year":2013,"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":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Community college; Educational resources; Distance education; Mathematics education; Open education; Educational technology; Medical education; Psychology; Pedagogy; Medicine","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":[0.008456974,0.00007511852,0.0001813578,0.00006063427,0.0006616184,0.0007513555,0.004463992,0.00002315883,0.0001653168],"category_scores_gemma":[0.001854161,0.00004820034,0.00002830287,0.0005246876,0.0002003025,0.000651245,0.002881344,0.0006783112,0.00003481586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025621,"about_ca_system_score_gemma":0.000253247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002451612,"about_ca_topic_score_gemma":0.00004714042,"domain_scores_codex":[0.9968544,0.001746227,0.0004113011,0.0001586223,0.0006429263,0.0001865865],"domain_scores_gemma":[0.9966329,0.002093773,0.0002593659,0.000345857,0.0006010552,0.00006705416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009358327,0.001157799,0.02453966,0.0008267934,0.0001327305,6.863565e-7,0.001618368,0.0001149616,0.0003801998,0.8118482,0.1075637,0.05172331],"study_design_scores_gemma":[0.001500145,0.0004669519,0.1801503,0.01008076,0.00001498537,0.00002370051,0.03393922,0.00942608,0.0002864346,0.02578064,0.7379932,0.0003375083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4909233,0.02386601,0.001233376,0.3482555,0.0003972785,0.006447509,0.0001494266,0.00003077777,0.1286968],"genre_scores_gemma":[0.9852476,0.01162955,0.0007057795,0.0002219125,0.00001932648,0.0002703853,0.0001812484,0.000005038902,0.001719236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7860675,"threshold_uncertainty_score":0.8295281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08437578471927064,"score_gpt":0.4224845345090733,"score_spread":0.3381087497898027,"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."}}