{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007923907,0.001256485,0.0004763617,0.001693792,0.0005090119,0.002531288,0.0008771732,0.00139931,0.3632822],"category_scores_gemma":[0.003675068,0.0004853152,0.0006550003,0.0009348544,0.0004022131,0.003777649,0.003543202,0.001497768,0.3823477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003456141,"about_ca_system_score_gemma":0.0008081375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009992922,"about_ca_topic_score_gemma":0.00156405,"domain_scores_codex":[0.9994329,0.0001028809,0.00004209123,0.00006202341,0.0002277441,0.0001323261],"domain_scores_gemma":[0.9981443,0.0004507988,0.0001099488,0.0004328068,0.0004767277,0.0003853927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002437051,0.00008853085,0.0004638654,0.0003259652,0.00001095518,0.0001414519,0.0001894599,0.0001077928,0.002018594,0.006825697,0.7826604,0.2069235],"study_design_scores_gemma":[0.00004849695,0.00007603304,0.001669164,0.0002156225,0.00001673485,0.0003038263,0.0001303312,0.000692676,0.003471599,0.003009332,0.9903206,0.00004556862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.004249389,0.001496059,0.0336822,0.001482897,0.00144216,0.0007887876,0.02016215,0.135252,0.8014444],"genre_scores_gemma":[0.03005685,0.001959921,0.03329612,0.001560716,0.0009585572,0.001511851,0.03335097,0.02883327,0.8684718],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.3632822,"threshold_uncertainty_score":0.9082006,"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."}}