{"id":"W7015587444","doi":"","title":"The Techification of Education in Ontario's virtual schools","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Qualitative research; Phenomenon; Loyalty; Point (geometry); Higher 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001505718,0.0001277584,0.0002435357,0.0004371364,0.0001857288,0.001582438,0.00371948,0.00005841461,0.0002884099],"category_scores_gemma":[0.0003458506,0.0001040035,0.0001035847,0.001903239,0.0000742868,0.003081142,0.000620785,0.0003095988,0.00003434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001996658,"about_ca_system_score_gemma":0.001709865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007436523,"about_ca_topic_score_gemma":0.002998897,"domain_scores_codex":[0.9982489,0.0001230827,0.0006266815,0.0002736658,0.0005109122,0.0002167594],"domain_scores_gemma":[0.9982042,0.0002597255,0.0005241511,0.0006002923,0.0002977323,0.0001138944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003655742,0.000621255,0.4825393,0.00002654681,0.00006374333,0.000001640359,0.00313571,0.0002851181,0.008790564,0.03040402,0.1437224,0.3303732],"study_design_scores_gemma":[0.0001299092,0.000005822897,0.9518205,0.0001163015,0.000004366071,0.000001662547,0.0007234248,0.0002374969,0.003168949,0.02337612,0.02027711,0.0001383368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821143,0.0009698115,0.00166326,0.001383499,0.001455752,0.0004347119,0.000003583384,0.00005380968,0.01192124],"genre_scores_gemma":[0.9949197,0.001178482,0.000405384,0.0002025039,0.00003866065,0.00005018228,0.000008827133,0.0000112216,0.003184997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4692812,"threshold_uncertainty_score":0.999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2100955805558617,"score_gpt":0.5424957692278954,"score_spread":0.3324001886720337,"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."}}