{"id":"W2903080896","doi":"10.1130/abs/2018am-318221","title":"STUDENT EXPERIENCE IN FULLY ONLINE FIRST YEAR GEOSCIENCE GENERAL EDUCATION COURSES","year":2018,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Innovative Educational Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"York University","keywords":"Computer science; Computer aided instruction; Earth science; Mathematics education; Multimedia; Data science; Geology; Psychology","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":[0.0002234766,0.0001917558,0.0002375287,0.00005656159,0.0001690136,0.00007522942,0.001279846,0.0001123112,0.00002234419],"category_scores_gemma":[0.0001023916,0.0001403942,0.00006014989,0.001470387,0.002433948,0.0003967319,0.0003293801,0.0002576932,0.00001773696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009361165,"about_ca_system_score_gemma":0.0003261715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004401419,"about_ca_topic_score_gemma":0.00003533754,"domain_scores_codex":[0.9980437,0.00002829941,0.000386153,0.0005675838,0.0005138027,0.0004605203],"domain_scores_gemma":[0.9985604,0.00008590636,0.0003432559,0.0004441983,0.0004969509,0.00006923619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000400044,0.008172337,0.6089446,0.0000449781,0.00005487853,0.000007272735,0.01471773,0.0002697282,0.0006199293,0.01550567,0.002583998,0.3490388],"study_design_scores_gemma":[0.0002569265,0.001726278,0.9676726,0.00006881948,0.000003542389,0.00001199599,0.009530449,0.0009410431,0.0008556013,0.001505474,0.01710669,0.0003205348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808133,0.0000522394,0.01267369,0.005238632,0.0001876151,0.0003818764,0.000001491578,0.0001809534,0.0004701787],"genre_scores_gemma":[0.6358141,0.00002463938,0.3633353,0.0005835796,0.00006899847,0.00007737799,0.00000666086,0.000003909159,0.00008551127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.358728,"threshold_uncertainty_score":0.8967983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0352031940608455,"score_gpt":0.333493567148863,"score_spread":0.2982903730880175,"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."}}