{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001346695,0.0001279833,0.0002755465,0.0008435683,0.0009759169,0.0001413612,0.0009437372,0.0001500062,0.005514163],"category_scores_gemma":[0.002498074,0.0001770908,0.0002032141,0.001204397,0.0004819427,0.0003451805,0.0001911322,0.0006489911,0.00002341506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007102766,"about_ca_system_score_gemma":0.001833054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001902954,"about_ca_topic_score_gemma":0.002495113,"domain_scores_codex":[0.9974548,0.0002786086,0.000826531,0.000280073,0.0008132388,0.0003467062],"domain_scores_gemma":[0.9980647,0.0003401996,0.000747352,0.0001668693,0.0005609855,0.0001199242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001030965,0.00354939,0.1529398,0.00004038724,0.0002045941,0.00003745592,0.001230363,0.00002032064,0.0001719465,0.4404451,0.2816118,0.1196459],"study_design_scores_gemma":[0.001480503,0.0002006012,0.09940811,0.0001913893,0.00003272544,0.0009702698,0.010331,0.000003299837,0.0001832442,0.4532347,0.4335006,0.000463501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7993915,0.00223692,0.0001225889,0.1902279,0.002495398,0.0002753038,0.00007576665,0.0000873237,0.00508725],"genre_scores_gemma":[0.9950866,0.0001608043,0.000946878,0.0011295,0.0003131497,0.000143534,0.00009277305,0.00001525293,0.002111499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1956951,"threshold_uncertainty_score":0.9953949,"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."}}