{"id":"W4306681754","doi":"10.1111/bjet.13284","title":"Why this app: Can a video‐based intervention help parents identify quality educational apps?","year":2022,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Curriculum; Quality (philosophy); Intervention (counseling); Computer science; Psychology; Medical education; Multimedia; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004962565,0.0005827508,0.0005230857,0.0004719039,0.0008886839,0.00133865,0.001024603,0.001839998,0.0113828],"category_scores_gemma":[0.03613742,0.0002980758,0.000638174,0.000215363,0.0007260339,0.002447523,0.001153672,0.002105133,0.001422784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009367968,"about_ca_system_score_gemma":0.001549175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002301995,"about_ca_topic_score_gemma":0.004103233,"domain_scores_codex":[0.9968022,0.001992201,0.0001461365,0.0002615237,0.000508132,0.0002898446],"domain_scores_gemma":[0.9899592,0.006492892,0.0006944647,0.0004573163,0.001228009,0.001168041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002856877,0.01339285,0.02014166,0.004316462,0.0001652156,0.001096715,0.01816616,0.000680625,0.00896456,0.003213201,0.09181824,0.8351876],"study_design_scores_gemma":[0.009330749,0.05358173,0.2238728,0.02550293,0.002416037,0.002839226,0.09076943,0.01461176,0.04314137,0.0244813,0.5083992,0.00105342],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733069,0.002593553,0.02949208,0.04600413,0.003051801,0.006446113,0.0007365586,0.001868991,0.03649984],"genre_scores_gemma":[0.8697495,0.002753586,0.09842315,0.009282517,0.0002856769,0.009688114,0.0003875528,0.0001445926,0.00928536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0113828,"threshold_uncertainty_score":0.0380792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686457873391724,"score_gpt":0.3547921407474721,"score_spread":0.3279275620135548,"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."}}