{"id":"W4382701012","doi":"10.1016/j.earlhumdev.2023.105818","title":"A realist review of digitally delivered child development assessment and screening tools: Psychometrics and considerations for future use","year":2023,"lang":"en","type":"review","venue":"Early Human Development","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"PsycINFO; Bayley Scales of Infant Development; Psychometrics; CINAHL; Child development; Vineland Adaptive Behavior Scale; Psychology; Item response theory; MEDLINE; Clinical psychology; Developmental psychology; Psychiatry; Cognition; Psychological intervention; Psychomotor learning","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008194027,0.0009360737,0.004610905,0.006096987,0.0003828859,0.002419826,0.002092203,0.001821268,0.004951356],"category_scores_gemma":[0.02102084,0.0006057748,0.002989089,0.005647406,0.0007478651,0.002122922,0.001439505,0.001897721,0.001002024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001870447,"about_ca_system_score_gemma":0.008763533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006217337,"about_ca_topic_score_gemma":0.01661619,"domain_scores_codex":[0.9971859,0.0007026996,0.0009416647,0.0003131311,0.0007610714,0.0000955024],"domain_scores_gemma":[0.9808785,0.01412439,0.001760225,0.0002447613,0.002731834,0.0002602845],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001920613,0.00005770841,0.0004708846,0.3747155,0.001472755,0.00009793667,0.0001580124,0.0001551907,0.0004021923,0.001583849,0.01970895,0.6009849],"study_design_scores_gemma":[0.0001654158,0.0003102203,0.005096097,0.5223505,0.01006202,0.000644071,0.0002818428,0.0001361029,0.0002663375,0.001176356,0.4594282,0.00008284153],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005944297,0.9992225,0.00005511025,0.0002606825,0.0001405996,0.00002242613,0.00007906172,0.000002940563,0.0001572081],"genre_scores_gemma":[0.0005361866,0.9984804,0.000303551,0.0004587861,0.00006840551,0.00002558008,0.00005465129,0.000001424842,0.00007105291],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.991806,"threshold_uncertainty_score":0.04333466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1856976637870774,"score_gpt":0.3874151420400108,"score_spread":0.2017174782529334,"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."}}