{"id":"W4281480485","doi":"10.32920/ifmj.v2i2.1567","title":"Learning by Doing","year":2022,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Narrative; Storytelling; Perspective (graphical); Digital media; Social media; Sociology; Digital storytelling; Visual arts; Media studies; Computer science; Multimedia; Art; World Wide Web; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005880921,0.0008732903,0.0005777566,0.001220461,0.006027512,0.01763523,0.002253888,0.00345785,0.1167055],"category_scores_gemma":[0.01204289,0.0003832852,0.0008441134,0.001227032,0.01494036,0.02028002,0.01386381,0.004895644,0.07457051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002611767,"about_ca_system_score_gemma":0.006485826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990997,"about_ca_topic_score_gemma":0.003105266,"domain_scores_codex":[0.9921429,0.003795952,0.0002702054,0.001531713,0.001470594,0.0007885591],"domain_scores_gemma":[0.9933838,0.00167324,0.0004982261,0.001895658,0.0008322315,0.001716794],"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":[0.00003592234,0.0001281076,0.001187658,0.0004349061,0.00002196253,0.0002513469,0.03260531,0.0002260838,0.0004086893,0.5774219,0.2119647,0.1753134],"study_design_scores_gemma":[0.00000513096,0.00001932614,0.0001430944,0.0002678582,0.000004337356,0.0001313162,0.005907839,0.00005600542,0.0001128617,0.05537035,0.9379718,0.00001005159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003891923,0.00227746,0.02298353,0.03751585,0.002733463,0.0001938389,0.0002905967,0.0006164897,0.9294969],"genre_scores_gemma":[0.2029612,0.008297583,0.03332028,0.02785966,0.00198546,0.0008559356,0.001102921,0.001245038,0.7223719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1167055,"threshold_uncertainty_score":0.3904186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009194162210900775,"score_gpt":0.2571462329125032,"score_spread":0.2479520707016024,"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."}}