{"id":"W2906424636","doi":"10.1037/stl0000127","title":"The benefits and costs of speed watching video lectures.","year":2018,"lang":"en","type":"article","venue":"Scholarship of Teaching and Learning in Psychology","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science","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":[0.002741013,0.00009758623,0.0001567506,0.000114059,0.0005039127,0.00004195103,0.00016316,0.00009196928,0.000005446805],"category_scores_gemma":[0.003439387,0.00007325221,0.0000260659,0.0001031727,0.0003263693,0.0001010622,0.00006257771,0.001216676,0.000002066732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007454514,"about_ca_system_score_gemma":0.000008129899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000581411,"about_ca_topic_score_gemma":0.0000260618,"domain_scores_codex":[0.9979984,0.001106987,0.0002460176,0.000305379,0.0001303684,0.0002128576],"domain_scores_gemma":[0.9988521,0.0007692172,0.0001557706,0.0001604371,0.00002177012,0.00004068973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001581762,0.00005008977,0.1091615,0.00001942968,0.00000698771,0.000002577189,0.002589921,0.00007092666,0.3041425,0.003240446,0.00003083866,0.5805266],"study_design_scores_gemma":[0.003976273,0.002074043,0.9126542,0.001314203,0.00004124248,0.0003448118,0.001215934,0.001441461,0.05673111,0.009660451,0.009900824,0.0006454323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963091,0.0007017698,0.0001012681,0.0008050193,0.0002164194,0.00006280154,6.389146e-7,0.00002242123,0.001780586],"genre_scores_gemma":[0.9992417,0.0001724772,0.0002187649,0.000214895,0.00005068892,0.000001045255,4.130916e-7,0.00001048635,0.00008949688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8034927,"threshold_uncertainty_score":0.5285922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279006296241614,"score_gpt":0.3420005992049391,"score_spread":0.299210536242523,"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."}}