{"id":"W4238821732","doi":"10.22215/etd/2012-07096","title":"From the outside in : a case study of changing roles in an undergraduate first-year discourse community","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Humanities; Political science; Mathematics education; Sociology; Pedagogy; Library science; Psychology; Computer science; Art","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":[0.007155715,0.0008229775,0.0007010357,0.00226477,0.02814558,0.008824183,0.003406682,0.005738304,0.006450315],"category_scores_gemma":[0.02142505,0.0007544067,0.0005299586,0.002005359,0.009269069,0.00669594,0.01102661,0.006261034,0.001316223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005269843,"about_ca_system_score_gemma":0.005979721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0177957,"about_ca_topic_score_gemma":0.05912628,"domain_scores_codex":[0.9916754,0.005433795,0.0001968607,0.0007159842,0.0008379605,0.001140126],"domain_scores_gemma":[0.9820939,0.008574728,0.00126879,0.0007542454,0.001134553,0.006173871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005899462,0.0004051613,0.003785925,0.00004890901,0.000005795028,0.005917596,0.9749919,0.00005327199,0.0008987927,0.002602303,0.001253176,0.009978238],"study_design_scores_gemma":[0.00001631046,0.0001110345,0.001867891,0.00007552949,0.000007174394,0.001759928,0.9766157,0.0002639506,0.0005080218,0.0007835716,0.01796812,0.00002284135],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791619,0.0002986666,0.002429473,0.004092111,0.0001369145,0.0001386032,0.00005053856,0.00005466789,0.01363707],"genre_scores_gemma":[0.9855461,0.0002736132,0.001846723,0.0007376135,0.000046926,0.00006687439,0.00004344418,0.0000653589,0.01137334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02814558,"threshold_uncertainty_score":0.03823555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04396662145507815,"score_gpt":0.3913935519764158,"score_spread":0.3474269305213377,"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."}}