{"id":"W4408959600","doi":"10.1007/s44217-025-00454-1","title":"Comparing physical analogue and traditional videos for learning and emotional engagement","year":2025,"lang":"en","type":"article","venue":"Discover Education","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Psychology; Multimedia; Cognitive psychology; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.000151397,0.00007891081,0.00008900546,0.00009250508,0.0001640039,0.0000545523,0.00003775127,0.00003156416,0.00005319014],"category_scores_gemma":[0.00004842737,0.0000821184,0.00002866192,0.00008619773,0.0000522532,0.0001061951,0.00001296895,0.00009971104,0.000006623282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004428789,"about_ca_system_score_gemma":0.0001247105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003608548,"about_ca_topic_score_gemma":0.000005418477,"domain_scores_codex":[0.9994033,0.00005843437,0.0001231302,0.0002435443,0.00007253239,0.00009906868],"domain_scores_gemma":[0.9995555,0.0002268084,0.00005416227,0.00007039639,0.00005744787,0.00003563797],"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":[0.00002872938,0.0005839833,0.1067458,0.00005514147,0.00005963435,2.840485e-8,0.003223976,0.00002754704,0.0002621623,0.8599391,0.007605976,0.02146797],"study_design_scores_gemma":[0.0003135142,0.00003600917,0.9429352,0.00004400779,0.00003705226,0.000002112628,0.003706015,0.0006844694,0.00002664633,0.02138303,0.03074265,0.00008927307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794202,0.0004049606,0.007256533,0.003451806,0.0007554048,0.0003105856,0.00001519761,0.00001864454,0.008366643],"genre_scores_gemma":[0.9940472,0.00001365738,0.0005693203,0.0002849571,0.0003318737,0.0002611729,0.0005322582,0.000006418852,0.003953135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8385561,"threshold_uncertainty_score":0.3348691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05528190989797532,"score_gpt":0.3787947338154606,"score_spread":0.3235128239174853,"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."}}