{"id":"W2267791387","doi":"","title":"This Worked for Me! Podcast Messages of Encouragement from Senior to Junior Students in an Asynchronous Self Paced Online Course","year":2011,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Asynchronous communication; Psychology; Mathematics education; Medical education; Computer science; Pedagogy; Multimedia; Medicine; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002076605,0.0002943842,0.0004384218,0.0003532656,0.0003692613,0.0001257971,0.0004954056,0.0001754027,0.0008946147],"category_scores_gemma":[0.0002544315,0.0003253497,0.00004104192,0.001196565,0.0001573672,0.0003517764,0.000076736,0.0005383749,0.00001628916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078901,"about_ca_system_score_gemma":0.001757782,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006748575,"about_ca_topic_score_gemma":0.016491,"domain_scores_codex":[0.9959804,0.001085048,0.0007662566,0.0006953689,0.0009662978,0.0005066379],"domain_scores_gemma":[0.9974936,0.0003771012,0.0009416218,0.0003745003,0.000548703,0.0002644367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000532555,0.00525451,0.7538604,0.0001338866,0.00005687528,0.000002528452,0.05262068,0.00003863711,0.000198669,0.13699,0.001032087,0.04927923],"study_design_scores_gemma":[0.0007910717,0.0006542737,0.9466059,0.0004758488,0.00003588468,2.566765e-7,0.03359705,0.00008432652,0.00009307441,0.005301425,0.01193362,0.0004273238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703131,0.000150737,0.0001593412,0.0125217,0.002365669,0.001870564,0.00007205221,0.00008559554,0.01246127],"genre_scores_gemma":[0.9574919,0.0001608142,0.02645306,0.0008630971,0.0003858352,0.0003931731,0.0001027017,0.00003996051,0.01410948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1927455,"threshold_uncertainty_score":0.9999198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319942909094519,"score_gpt":0.407768235798162,"score_spread":0.27577394488871,"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."}}