{"id":"W2266728462","doi":"","title":"Lessons to Consider: Online Learning from Student and Faculty Perspectives","year":2000,"lang":"en","type":"article","venue":"NSUWorks (Nova Southeastern University)","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Computer science; Pedagogy; Medical education; Engineering ethics; Data science; Psychology; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001656977,0.0001539741,0.0002092498,0.0001652979,0.0006479907,0.000112491,0.0002589511,0.0001348818,0.001351924],"category_scores_gemma":[0.00005556259,0.0001692921,0.00006629826,0.0004338002,0.0001921194,0.0001980309,0.0001059807,0.0004305587,0.0001774031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007595132,"about_ca_system_score_gemma":0.00012921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735157,"about_ca_topic_score_gemma":0.005214483,"domain_scores_codex":[0.9985384,0.000263115,0.0001128247,0.0004287288,0.0002971579,0.0003597344],"domain_scores_gemma":[0.9993444,0.0001172668,0.00005488417,0.0001362073,0.0000956287,0.0002516187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002461051,0.0004701867,0.2157744,0.000006930181,0.0002408839,0.0002199323,0.3396999,0.002229926,0.00008982627,0.008698787,0.0001344361,0.4321887],"study_design_scores_gemma":[0.0006412764,0.00006719711,0.02951719,0.00006510523,0.00005667931,0.000001134013,0.6075833,0.00008224129,0.000002405176,0.00008146038,0.3616253,0.0002767224],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681247,0.0001015632,0.0002466624,0.005318096,0.0000634059,0.0001533671,0.00005222767,0.000149579,0.02579035],"genre_scores_gemma":[0.9587519,0.0001149554,0.001225442,0.00007392638,0.0002483324,1.903864e-7,0.00002128548,0.00001445615,0.03954957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.431912,"threshold_uncertainty_score":0.999561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05447577379045428,"score_gpt":0.3397061201431051,"score_spread":0.2852303463526509,"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."}}