{"id":"W3207863075","doi":"10.3389/feduc.2021.673594","title":"Development of the Online and Blended Teaching Readiness Assessment (OBTRA)","year":2021,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Exploratory factor analysis; Online teaching; Perception; Construct (python library); Sample (material); Psychology; Medical education; Online learning; Distance education; Higher education; Construct validity; Mathematics education; Computer science; Blended learning; Knowledge management; Educational technology; Multimedia; Psychometrics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.007742283,0.0005529746,0.0007671444,0.003325508,0.0005869603,0.001642652,0.001093978,0.0005517551,0.002478835],"category_scores_gemma":[0.02082368,0.0004097645,0.001373427,0.001586238,0.0002863745,0.001728936,0.002009579,0.001426807,0.0008044116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007568,"about_ca_system_score_gemma":0.0048992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003235168,"about_ca_topic_score_gemma":0.01256446,"domain_scores_codex":[0.9941431,0.001912455,0.001047951,0.0003723836,0.002136232,0.0003878208],"domain_scores_gemma":[0.9822121,0.00520884,0.002410299,0.0007824778,0.008159937,0.001226419],"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":[0.0006218277,0.003626574,0.3786495,0.0005845605,0.0003045226,0.0002049747,0.002066996,0.003234205,0.005894968,0.00213545,0.007098754,0.5955778],"study_design_scores_gemma":[0.0003347776,0.005903245,0.9045284,0.000657914,0.0002781001,0.0006824511,0.005262433,0.0227398,0.01500863,0.002711924,0.04164311,0.0002492248],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803931,0.0003405528,0.07559295,0.000790653,0.0003693385,0.01622389,0.00402905,0.0008918957,0.02136851],"genre_scores_gemma":[0.7221034,0.0005987168,0.2475088,0.0002692289,0.00006494403,0.01755179,0.004446484,0.0001105123,0.007346309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007742283,"threshold_uncertainty_score":0.04094559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741173909240315,"score_gpt":0.3631539613968336,"score_spread":0.3457422223044305,"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."}}