{"id":"W2947563908","doi":"10.15173/ijsap.v3i1.3466","title":"Digital studio tutors as partners","year":2019,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Digital literacy in education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Studio; Outreach; Curriculum; Digital literacy; Excellence; Medical education; Multimedia; Psychology; Pedagogy; Computer science; Medicine; Political science","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":[0.00339267,0.0006020571,0.0003879128,0.0009263588,0.00491072,0.006207996,0.001624207,0.00242531,0.01941206],"category_scores_gemma":[0.009559602,0.0003576857,0.0003857294,0.000657581,0.002127754,0.004140733,0.009158555,0.001883176,0.005179492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506354,"about_ca_system_score_gemma":0.00231136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000834854,"about_ca_topic_score_gemma":0.001451445,"domain_scores_codex":[0.9926074,0.004821709,0.0002751497,0.0006816275,0.0006878918,0.0009263333],"domain_scores_gemma":[0.9924238,0.00158022,0.0006207648,0.0003665376,0.0007072872,0.004301407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006948753,0.003794619,0.1029299,0.0008638927,0.00007015877,0.03896786,0.3679107,0.00241449,0.009510112,0.09089389,0.05000851,0.331941],"study_design_scores_gemma":[0.0001970921,0.002057584,0.007855179,0.000544958,0.0001015847,0.02641969,0.2752901,0.006123336,0.005937384,0.0133541,0.6619716,0.0001473617],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7823838,0.002112648,0.03389428,0.007812325,0.001283235,0.0005336467,0.000134985,0.000843482,0.1710015],"genre_scores_gemma":[0.9487988,0.0005268417,0.007590986,0.001385645,0.0001333055,0.00014254,0.00008747146,0.00009254613,0.04124189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01941206,"threshold_uncertainty_score":0.06493986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333938841863983,"score_gpt":0.5008745171113521,"score_spread":0.4775351286927123,"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."}}