{"id":"W2171371661","doi":"10.24059/olj.v17i1.321","title":"Defining the role adjustment profile of learners and instructors online","year":2013,"lang":"en","type":"article","venue":"Online Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Kungliga Tekniska Högskolan; University of Sussex; Athabasca University","keywords":"Online course; Mathematics education; Psychology; Online learning; Medical education; Computer science; Pedagogy; Multimedia; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004725752,0.0001435146,0.0002155453,0.00009100518,0.0005325817,0.00006005394,0.000224022,0.0001044767,0.0005302816],"category_scores_gemma":[0.0006611461,0.000106824,0.00006424604,0.0003293247,0.0003119857,0.0002462414,0.000116489,0.0006392268,0.00004100451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000036471,"about_ca_system_score_gemma":0.0002045929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002308102,"about_ca_topic_score_gemma":0.0006133854,"domain_scores_codex":[0.9983495,0.0003679024,0.0002911799,0.0002409106,0.0003657107,0.0003848072],"domain_scores_gemma":[0.9991232,0.0002723811,0.0002304055,0.0001423161,0.0001202235,0.0001114474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000739983,0.00009683249,0.121636,0.00001819531,0.00003415283,9.532615e-7,0.007657523,0.0005852306,0.0005171745,0.008647888,0.00009694105,0.8607017],"study_design_scores_gemma":[0.0008229229,0.0003585893,0.1299782,0.0001855481,0.00008338937,0.000007013457,0.402515,0.009984283,0.0002534117,0.001183629,0.4541149,0.0005130042],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988063,0.00151488,0.00001104972,0.002346416,0.0001177387,0.0002377607,0.00000706127,0.00009473575,0.007607372],"genre_scores_gemma":[0.9860904,0.0003910982,0.00995297,0.0001035725,0.0003774118,0.00001134605,0.00006099917,0.00002477486,0.002987482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8601887,"threshold_uncertainty_score":0.5806211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009013235304411555,"score_gpt":0.2839406921506447,"score_spread":0.2749274568462332,"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."}}