{"id":"W4377967589","doi":"10.32920/23153186.v1","title":"iTUTORS App/Platform for Online Education","year":2023,"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":"Android (operating system); Realm; World Wide Web; Mobile apps; Phone; Multimedia; Universal design; Computer science; Internet privacy; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.000354122,0.0002069383,0.0001953433,0.0002642996,0.00008977038,0.0002830018,0.001389067,0.0002433544,0.00002568348],"category_scores_gemma":[0.0002441773,0.0002052819,0.0001261429,0.0002372184,0.00002003127,0.0002148003,0.0008286012,0.0003767309,0.0002125077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002060852,"about_ca_system_score_gemma":0.001413762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002106656,"about_ca_topic_score_gemma":0.00005444646,"domain_scores_codex":[0.9984292,0.00002130515,0.0003261156,0.0007320593,0.0002379077,0.0002533781],"domain_scores_gemma":[0.9980608,0.0002007435,0.0002356282,0.001173928,0.0002412613,0.00008761296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000343251,0.0005160519,0.0004540726,0.0004592066,0.00004709514,3.321909e-7,0.001356238,0.006457614,0.00002780637,0.1425875,0.1557357,0.692355],"study_design_scores_gemma":[0.0002450419,0.0001078376,0.01294263,0.0003359157,0.00003704706,0.000007229839,0.0003466053,0.296133,0.0003039924,0.2319295,0.45663,0.0009811457],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01136909,0.00006491094,0.9581169,0.006305585,0.01790028,0.001351853,0.00001383115,0.001555543,0.003322019],"genre_scores_gemma":[0.02506045,0.00004984907,0.8886396,0.0009419321,0.002209155,0.001742744,0.00111272,0.00007190897,0.08017165],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6913738,"threshold_uncertainty_score":0.8371152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05340884003718727,"score_gpt":0.3445591705157135,"score_spread":0.2911503304785262,"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."}}