{"id":"W2739090830","doi":"10.1080/02680513.2017.1354762","title":"Adoption of open educational resources (OER) textbook for an introductory information systems course","year":2017,"lang":"en","type":"article","venue":"Open Learning The Journal of Open Distance and e-Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"McMaster University","keywords":"Open educational resources; Process (computing); Open education; Computer science; Workload; Work (physics); Mathematics education; Knowledge management; Library science; Psychology; World Wide Web; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008019725,0.0003703608,0.0003017345,0.001473413,0.002079526,0.002930174,0.001466708,0.001882982,0.002105181],"category_scores_gemma":[0.04932574,0.0004811151,0.0005779077,0.0008041246,0.001276061,0.002216333,0.002522414,0.002535302,0.0006517908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002490631,"about_ca_system_score_gemma":0.003258287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00156989,"about_ca_topic_score_gemma":0.003617721,"domain_scores_codex":[0.9887217,0.004197384,0.0009505836,0.0009456818,0.004458553,0.0007260558],"domain_scores_gemma":[0.955579,0.02037415,0.007896073,0.003568817,0.009736476,0.002845461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001988852,0.003985471,0.1459095,0.0008071376,0.00005736328,0.02198617,0.1877105,0.001034126,0.05080476,0.00519939,0.004182308,0.5781243],"study_design_scores_gemma":[0.0001498675,0.009310857,0.4521627,0.002109732,0.0002358124,0.02467309,0.2747859,0.01302279,0.0586304,0.005565993,0.1586318,0.0007210143],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827921,0.0001529661,0.006567142,0.001795779,0.00007201568,0.0003856877,0.00002237206,0.0002315422,0.007980359],"genre_scores_gemma":[0.9766644,0.0002506472,0.01609823,0.0005371592,0.00003863218,0.00009722722,0.00004804301,0.00006936625,0.006196288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985333,"threshold_uncertainty_score":0.04241288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0295608769919696,"score_gpt":0.33523790149422,"score_spread":0.3056770245022504,"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."}}