{"id":"W2244825190","doi":"","title":"The Evolving Roles of Learner and Instructor","year":2011,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002568483,0.00008365843,0.0001187816,0.0002143592,0.0003183109,0.00002215411,0.0001955773,0.00008190566,0.0003494142],"category_scores_gemma":[0.001109923,0.00006311631,0.00001293436,0.0003235335,0.002011069,0.00006717452,0.00003611619,0.0002176002,0.000009215598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002093342,"about_ca_system_score_gemma":0.0003759949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213771,"about_ca_topic_score_gemma":0.00460875,"domain_scores_codex":[0.9992591,0.00007050765,0.0001466393,0.0001677379,0.0001626996,0.0001933439],"domain_scores_gemma":[0.9989709,0.0005606771,0.0000918015,0.0001211441,0.0001789241,0.00007661054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003812626,0.00003887525,0.05663447,0.000003816304,0.00001231609,1.018259e-7,0.08501759,1.420199e-9,0.00002098918,0.8462887,0.0006394321,0.01133992],"study_design_scores_gemma":[0.0001219695,0.00002894579,0.1320089,0.00003527653,0.00001185588,0.000001118153,0.09102213,0.000001477907,0.0001800589,0.7736744,0.002807549,0.0001062667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1361725,0.002167129,0.000002117035,0.8442665,0.001152255,0.0001420658,0.000002336031,0.00005074585,0.01604435],"genre_scores_gemma":[0.9972854,0.0008381729,0.0002849204,0.00008142785,0.0002148891,0.00004989421,0.000001430997,0.000004597485,0.001239235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8611129,"threshold_uncertainty_score":0.7409869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280490836908885,"score_gpt":0.335454406165267,"score_spread":0.2074053224743785,"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."}}