{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01809058,0.0002540452,0.000559368,0.001138401,0.002101583,0.004256969,0.001101995,0.001140954,0.003721125],"category_scores_gemma":[0.09023471,0.0005310774,0.0004657564,0.0010096,0.004546949,0.003889188,0.005492115,0.002172612,0.0002697094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003423605,"about_ca_system_score_gemma":0.002968922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273208,"about_ca_topic_score_gemma":0.003470255,"domain_scores_codex":[0.9724034,0.01797207,0.001564676,0.001596906,0.004648423,0.001814559],"domain_scores_gemma":[0.8296353,0.1370347,0.01599879,0.004153993,0.008209139,0.004968138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002446497,0.0004809004,0.07856656,0.0005505456,0.00002901135,0.001206467,0.8787633,0.0001062417,0.00345127,0.00178999,0.0002958417,0.03451529],"study_design_scores_gemma":[0.00006624679,0.0008923113,0.1070515,0.0006116277,0.00004830112,0.0006442533,0.8767408,0.0002343088,0.001695866,0.00125056,0.0107096,0.00005467161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954482,0.0002940503,0.0007448706,0.0005565836,0.0000192468,0.0000566104,0.00001400068,0.00001317107,0.002853394],"genre_scores_gemma":[0.9986843,0.0001808953,0.0004024103,0.00008798106,0.000007311161,0.00006104571,0.000008246927,0.000006536947,0.0005613746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998898,"threshold_uncertainty_score":0.09567332,"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."}}