{"id":"W2879076518","doi":"10.19173/irrodl.v19i3.3517","title":"Effects of Open Textbook Adoption on Teachers’ Open Practices","year":2018,"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":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; Open educational resources; Open education; Mathematics education; Psychology; Quality (philosophy); Pedagogy; Medical education; Medicine; 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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.009936687,0.000093998,0.0002586026,0.0001272558,0.0002591789,0.001182875,0.006504609,0.00003358111,0.0002086994],"category_scores_gemma":[0.007110666,0.00006689209,0.00002841791,0.0006322008,0.0001779713,0.001486237,0.005207686,0.0006213134,0.00006805931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009249884,"about_ca_system_score_gemma":0.0003336766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001383622,"about_ca_topic_score_gemma":0.00002521205,"domain_scores_codex":[0.9970258,0.001435732,0.0003670456,0.0003324069,0.0006351937,0.0002037469],"domain_scores_gemma":[0.9967846,0.001727887,0.0005584595,0.0003228072,0.0005323241,0.00007395446],"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":[0.0005997007,0.001475874,0.02981403,0.002571004,0.0002181944,0.00002292941,0.005322348,0.0001079944,0.001576771,0.5484911,0.0374268,0.3723733],"study_design_scores_gemma":[0.003370724,0.002012604,0.08739814,0.03727706,0.00002898725,0.00003456698,0.01063411,0.006283173,0.003727277,0.00605984,0.8427067,0.0004668131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1342911,0.01010747,0.004390148,0.09603212,0.0008466482,0.009939838,0.00001859077,0.00005176957,0.7443223],"genre_scores_gemma":[0.9877062,0.007618975,0.001615829,0.0004666995,0.00005980728,0.0001358599,0.0000354021,0.000008236996,0.002352943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8534151,"threshold_uncertainty_score":0.999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229753949610762,"score_gpt":0.495159677242588,"score_spread":0.3721842822815118,"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."}}