{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008253059,0.00008221772,0.00008769581,0.0001073497,0.0003925603,0.0004564161,0.0002475531,0.00002051716,0.0001863568],"category_scores_gemma":[0.00003563603,0.00008029509,0.00006646603,0.0001603409,0.00004252327,0.003146651,0.0001214849,0.00007795327,0.00004153355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940316,"about_ca_system_score_gemma":0.00003767244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002227573,"about_ca_topic_score_gemma":0.0001124985,"domain_scores_codex":[0.9988179,0.00005319687,0.0002075251,0.00009938585,0.000541589,0.0002803996],"domain_scores_gemma":[0.9995601,0.00003531747,0.0001294098,0.0001349032,0.00004047194,0.00009977868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000796919,0.00005649261,0.0001167094,0.00005345893,0.00005307525,0.000003418841,0.02133115,0.00226195,0.000005367896,0.623983,0.02425602,0.3277997],"study_design_scores_gemma":[0.0003965169,0.00007939133,0.0002238729,0.000005350474,0.00001477826,2.990474e-7,0.07051569,0.0002411691,0.00002405091,0.0003539154,0.9280336,0.000111326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005402605,0.00003309802,0.04305177,0.004380326,0.001509614,0.001930858,0.00004283386,0.0002609754,0.9433879],"genre_scores_gemma":[0.7842095,0.00009418352,0.00885723,0.01366456,0.0002417014,0.001098715,0.0003000487,0.00002119923,0.1915128],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9037776,"threshold_uncertainty_score":0.4401231,"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."}}