{"id":"W4407273744","doi":"10.12794/metadc1538745","title":"American and Canadian Parents' Perceptions of Virtual Education: A Case Study of K-12 Students Living in Saudi Arabia","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Psychology; Medical education; Developmental psychology; Medicine; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002818764,0.0001228967,0.0003261545,0.0003587197,0.00027007,0.00003592932,0.0001772613,0.00007313862,0.0002675268],"category_scores_gemma":[0.00008535496,0.0001057265,0.0000401423,0.0003751914,0.0001279235,0.00009609236,0.00002780797,0.0001121271,0.000006679336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156532,"about_ca_system_score_gemma":0.001477112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554429,"about_ca_topic_score_gemma":0.9919469,"domain_scores_codex":[0.9987865,0.00009729483,0.0003274194,0.0002240473,0.0003752111,0.0001894903],"domain_scores_gemma":[0.9991536,0.00007093692,0.0002637755,0.0001438584,0.0002241543,0.0001436678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002583123,0.0006823291,0.6507369,0.00002000938,0.00004317487,0.000002519125,0.3390385,9.853775e-7,3.791461e-7,0.0001065309,0.0001977403,0.009168315],"study_design_scores_gemma":[0.00006608779,0.00007936594,0.4262475,0.00005760452,0.00002465612,7.831514e-7,0.5731692,2.284017e-7,4.94665e-8,0.000001553518,0.0002858337,0.000067145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770752,0.00004555012,1.198195e-7,0.00003877095,0.001064533,0.0006103128,0.00001170586,0.000004998263,0.02114883],"genre_scores_gemma":[0.9740013,0.0003155751,0.00001025983,0.00002279201,0.00006060562,0.00004284261,0.00002178312,0.000008382018,0.02551641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2341307,"threshold_uncertainty_score":0.4311402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764629808260949,"score_gpt":0.3627685385004375,"score_spread":0.345122240417828,"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."}}