{"id":"W2952482995","doi":"","title":"Literature Review: Using Time-On-Task to Enhance Teaching Effectiveness and Student Outcomes","year":2019,"lang":"en","type":"article","venue":"Sigma's 30th International Nursing Research Congress","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Learning Partnership","funders":"","keywords":"Task (project management); Computer science; Medical education; Mathematics education; Psychology; Medicine; Engineering","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":[0.00527461,0.0001660412,0.0002894145,0.0003698106,0.00062996,0.0004997465,0.0005896131,0.00009394001,0.0001384499],"category_scores_gemma":[0.002388513,0.0001465899,0.0000705223,0.0003801015,0.0001987646,0.0004089719,0.0001381529,0.0008842276,0.0001346433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000548612,"about_ca_system_score_gemma":0.0002105262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005951116,"about_ca_topic_score_gemma":0.00001511683,"domain_scores_codex":[0.9953346,0.001565292,0.0002366247,0.0005303542,0.001818104,0.0005150717],"domain_scores_gemma":[0.9973302,0.001457357,0.00008518274,0.0002405273,0.0006813203,0.0002054233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006391006,0.001261178,0.1991265,0.001079223,0.0004512143,0.0001827459,0.02641514,0.0007952994,0.01825882,0.02435069,0.02029097,0.7071491],"study_design_scores_gemma":[0.00295303,0.001729073,0.1156071,0.2076447,0.00009844197,0.00004365874,0.0101975,0.002387226,0.00313878,0.006850761,0.6469254,0.00242432],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554823,0.002752198,0.00008355771,0.0149971,0.001844258,0.001239385,0.00002130605,0.000068277,0.02351163],"genre_scores_gemma":[0.9907569,0.0007217126,0.0008543166,0.0004218929,0.0004844951,0.00002913237,0.00001556529,0.00002831646,0.006687653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047248,"threshold_uncertainty_score":0.5977761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323777440244544,"score_gpt":0.4906379058044291,"score_spread":0.4674001314019837,"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."}}