{"id":"W2263346863","doi":"","title":"Lecture Capture: Student Perceptions, Expectations, and Behaviors","year":2010,"lang":"en","type":"article","venue":"","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Software deployment; Institution; Higher education; Work (physics); Computer science; Perception; Data science; Medical education; Psychology; Political science; Sociology; Medicine; Engineering; Software engineering; Social 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004729095,0.00005947744,0.00005445678,0.0000977494,0.0006882587,0.00008908251,0.0001290305,0.00009460794,0.00176223],"category_scores_gemma":[0.000357383,0.00005594574,0.00001763909,0.0003249198,0.000245564,0.0001394647,0.00001879379,0.0002131751,0.00003479443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988465,"about_ca_system_score_gemma":0.0001657427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005597306,"about_ca_topic_score_gemma":0.003544579,"domain_scores_codex":[0.999254,0.00009780114,0.0001202874,0.0001459097,0.0002482907,0.0001336389],"domain_scores_gemma":[0.9994671,0.0001284329,0.00003271185,0.0001266738,0.0001853171,0.00005979669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000001177889,0.0001669332,0.1074415,0.000001712893,0.000008468965,4.822154e-7,0.1168142,0.000001027734,0.004477618,0.7474277,0.006475507,0.01718364],"study_design_scores_gemma":[0.0001495634,0.00001465795,0.654117,0.000003387533,0.00002691085,0.000006498052,0.2648512,0.000005043911,0.000230997,0.01166312,0.0686568,0.0002748329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544713,0.00004129474,0.002024366,0.006531938,0.001579974,0.0001943168,0.000002311693,0.00007828639,0.03507621],"genre_scores_gemma":[0.9012232,0.000006858704,0.09487291,0.0003069036,0.0004070803,0.00005232004,0.000006198268,0.000005881479,0.003118598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7357646,"threshold_uncertainty_score":0.9991503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721575474288424,"score_gpt":0.4268542384554975,"score_spread":0.4096384837126132,"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."}}