{"id":"W4220932750","doi":"10.31391/s2007-7033(2022)0058-007","title":"Education beyond the pandemic: The interactive documentary as a hybrid learning opportunity","year":2022,"lang":"en","type":"article","venue":"Sinéctica Revista Electrónica de Educación","topic":"Communication and COVID-19 Impact","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Digital storytelling; Sociology; Action research; Intersection (aeronautics); Storytelling; Process (computing); Exploratory research; Mathematics education; Pedagogy; Computer science; Psychology; Engineering; Social science; Art","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00348319,0.0001714501,0.0001794,0.0000808704,0.004762327,0.0004467303,0.001394841,0.0000344386,0.00529348],"category_scores_gemma":[0.003122148,0.0001275894,0.000168348,0.0007027318,0.0003891769,0.0002697391,0.0003574462,0.001554946,0.00007094561],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452169,"about_ca_system_score_gemma":0.007154063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004191228,"about_ca_topic_score_gemma":0.0003437141,"domain_scores_codex":[0.9944302,0.003869795,0.0003180696,0.0002913259,0.0005632265,0.0005273881],"domain_scores_gemma":[0.9966449,0.001866954,0.0002947499,0.0008009493,0.0001300589,0.0002624563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003772223,0.001387159,0.009915757,0.00002489178,0.0003032119,0.000008455492,0.0831362,0.00004617469,0.0009346905,0.2699928,0.341567,0.2923064],"study_design_scores_gemma":[0.0001040726,0.0001105442,0.0007411531,0.00001007478,0.00006789672,0.00006654605,0.04323389,0.00003137657,0.00002472905,0.009312764,0.9461306,0.0001664026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4043755,0.003768562,0.00007006236,0.4221214,0.001029551,0.00170646,0.00001318853,0.0003089532,0.1666063],"genre_scores_gemma":[0.9696361,0.0009828585,0.00003169813,0.01820322,0.000326487,0.0003017026,0.00003510148,0.00002326353,0.01045957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6045636,"threshold_uncertainty_score":0.9984745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127258089628722,"score_gpt":0.3718112104276902,"score_spread":0.350538629531403,"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."}}