{"id":"W4297037173","doi":"10.32920/ryerson.14639757.v2","title":"Integrating iPads into Learning and Libraries","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Multimedia; Human–computer interaction; World Wide Web","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":[0.0004543317,0.0001935466,0.0001946651,0.000170965,0.0003527346,0.0009765122,0.0009531411,0.000116612,0.0004727337],"category_scores_gemma":[0.0003610011,0.000190499,0.00004691913,0.0002025302,0.00005348978,0.0003655713,0.005922078,0.00164099,0.00001403046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008482014,"about_ca_system_score_gemma":0.0002830184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002601418,"about_ca_topic_score_gemma":0.000009079259,"domain_scores_codex":[0.9983735,0.0002757942,0.000239627,0.0006671181,0.0002568816,0.0001870729],"domain_scores_gemma":[0.9989238,0.000280063,0.0001973537,0.0004883179,0.00004203696,0.00006842442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003685855,0.00007329828,0.0505587,0.0003419821,0.00005062449,0.00001078599,0.05151819,0.01386298,0.0001372096,0.4650826,0.00372942,0.4146305],"study_design_scores_gemma":[0.0001812493,0.0002308115,0.005998225,0.0001979969,0.00002002444,0.00002821811,0.006148658,0.5553697,0.0003376826,0.1597162,0.2706141,0.001157224],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03849792,0.0009178072,0.8928782,0.003779972,0.002582431,0.000334814,2.481226e-7,0.001187043,0.05982156],"genre_scores_gemma":[0.43431,0.00007349973,0.5546141,0.0002906656,0.0001945301,0.0002196462,0.00003007724,0.00002854765,0.01023894],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5415067,"threshold_uncertainty_score":0.941653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320123029951692,"score_gpt":0.2769177990619803,"score_spread":0.2637165687624634,"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."}}