{"id":"W2063216351","doi":"10.2316/journal.208.2006.3.208-0886","title":"A COMPARATIVE STUDY ON POST-CLASS LECTURE VIDEO VIEWING","year":2006,"lang":"en","type":"article","venue":"Advanced Technology for Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Multimedia; Computer science; Video recording; Section (typography); Online video; Mathematics education; Psychology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000430752,0.0001895228,0.0003458767,0.0003339071,0.001331216,0.00003997129,0.0002792355,0.0002236968,0.00002479749],"category_scores_gemma":[0.0006809648,0.0001849195,0.00008743984,0.0007562132,0.0002035893,0.000182007,0.0000489515,0.0008173782,0.00004496072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130565,"about_ca_system_score_gemma":0.0001211663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006713544,"about_ca_topic_score_gemma":0.0006630059,"domain_scores_codex":[0.9983709,0.0001678179,0.0002416009,0.0004405462,0.0002265827,0.0005525638],"domain_scores_gemma":[0.9990339,0.0003618254,0.0001882978,0.0001825131,0.0001949096,0.00003856537],"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":[0.0004928092,0.001617129,0.07054415,0.00004419999,0.0002735642,0.00009651357,0.02434163,0.07389606,0.02766192,0.1242501,0.0004497739,0.6763321],"study_design_scores_gemma":[0.001572627,0.002075186,0.001417683,0.00007029575,0.00005079564,0.000003163808,0.07981664,0.0002730692,0.002343733,0.00916081,0.9027694,0.0004466009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981486,0.0003384848,0.003841661,0.004509621,0.0001757982,0.0009352497,0.00000243345,0.0009553754,0.007755396],"genre_scores_gemma":[0.9919515,0.0000079946,0.006247663,0.00007538818,0.0001702749,0.0001335265,0.00001377827,0.00002498829,0.001374889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9023196,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584905290294572,"score_gpt":0.3447728984094751,"score_spread":0.3289238455065294,"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."}}