{"id":"W2284393605","doi":"","title":"Digital Naifs: Researchers' Experiences Scaffolding Student Productions","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003376658,0.0001763554,0.0001988405,0.0007141844,0.0007060199,0.0000761979,0.0003546581,0.0002118288,0.001459213],"category_scores_gemma":[0.001921217,0.0001568165,0.00002447667,0.0007814419,0.0007216316,0.0002886205,0.0001062598,0.001162079,0.0004465745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008060297,"about_ca_system_score_gemma":0.001127899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000149541,"about_ca_topic_score_gemma":0.0002488528,"domain_scores_codex":[0.9982493,0.00004821383,0.0003421992,0.0004875408,0.0003663447,0.0005064387],"domain_scores_gemma":[0.9979294,0.000907017,0.0001347483,0.0003647306,0.0004106186,0.0002535018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002414082,0.0007012534,0.1275589,0.00004763459,0.00003367632,0.000001932784,0.03454561,2.011134e-7,0.001022308,0.7874104,0.01901744,0.02963644],"study_design_scores_gemma":[0.0006193914,0.0002059124,0.04160191,0.0003639169,0.00002201408,0.00001648457,0.05825533,0.0000218705,0.0009000044,0.8389576,0.05840022,0.0006353657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6613094,0.0001386149,0.000005844561,0.2958429,0.007807903,0.0004035591,0.00001073768,0.0001708157,0.03431029],"genre_scores_gemma":[0.9831498,0.00006665126,0.0002680795,0.0001414338,0.001697261,0.001084623,0.00005709581,0.00001724357,0.01351778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3218404,"threshold_uncertainty_score":0.9994536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1023543881452156,"score_gpt":0.4203803300756184,"score_spread":0.3180259419304028,"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."}}