{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009775531,0.0007335613,0.00243648,0.0007818418,0.0005385217,0.0002905626,0.0001554948,0.0003453106,0.00004665199],"category_scores_gemma":[0.0003666047,0.0006300486,0.000255417,0.0005845423,0.00009292896,0.0002769953,0.0002650653,0.0004622534,0.000003407452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002619912,"about_ca_system_score_gemma":0.001480578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005200261,"about_ca_topic_score_gemma":0.00002186817,"domain_scores_codex":[0.9959568,0.00009186322,0.001994677,0.0008147638,0.000673983,0.0004679339],"domain_scores_gemma":[0.9973689,0.0005904168,0.0008127347,0.0004252435,0.0005213951,0.0002813015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001608175,0.0000383982,0.0009282918,0.2014869,0.001486907,0.00005269066,0.001739651,2.59593e-8,1.56821e-7,0.0006379199,0.004794814,0.7888182],"study_design_scores_gemma":[0.0009130307,0.0001274698,0.01857937,0.1845596,0.0006990723,0.0001365905,0.00003107371,3.247993e-7,0.000001980122,0.00002217952,0.7941836,0.0007456692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00047625,0.9931477,0.0001673376,0.0001140922,0.000180657,0.004794686,0.0003132211,0.0001219504,0.0006841528],"genre_scores_gemma":[0.00003688856,0.897837,0.09621063,0.0003272704,0.0001340259,0.000727576,0.004153635,0.0001130869,0.0004598295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7893888,"threshold_uncertainty_score":0.9996151,"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."}}