{"id":"W4319754167","doi":"10.1017/s1472669622000391","title":"Pause for Thought: Designing Video Content that Doesn't Overwhelm Learners","year":2022,"lang":"en","type":"article","venue":"Legal Information Management","topic":"Digital Games and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parallels; Perspective (graphical); Computer science; Multimedia; Generative grammar; Software; Cognition; Advice (programming); Psychology; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001996506,0.000612266,0.0002523876,0.0005725796,0.001164519,0.004301119,0.001448543,0.001848609,0.0130106],"category_scores_gemma":[0.01536139,0.0002578589,0.0003599051,0.0002353601,0.002304016,0.005435428,0.001927315,0.001135576,0.004109896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006758606,"about_ca_system_score_gemma":0.0009098146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004503872,"about_ca_topic_score_gemma":0.000872026,"domain_scores_codex":[0.9988568,0.0006218613,0.00003594776,0.0001623845,0.000207019,0.0001159733],"domain_scores_gemma":[0.9940685,0.00409941,0.0002886358,0.0004000422,0.0004744052,0.0006689767],"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":[0.0007624908,0.001392347,0.005401656,0.002820782,0.00006456266,0.001522554,0.1030715,0.002168681,0.07246339,0.08258121,0.09847981,0.629271],"study_design_scores_gemma":[0.0006113843,0.002799925,0.007993979,0.001306773,0.000278952,0.002418204,0.07416567,0.01451616,0.04456643,0.08677401,0.7643213,0.000247167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.26624,0.00158727,0.4988894,0.01281325,0.001999983,0.001763522,0.0002654264,0.007481049,0.2089602],"genre_scores_gemma":[0.616145,0.001174511,0.3178349,0.004502551,0.0005345632,0.001539281,0.0003230875,0.001865304,0.05608077],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0130106,"threshold_uncertainty_score":0.04352474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04920215304970892,"score_gpt":0.2836218700205935,"score_spread":0.2344197169708845,"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."}}