{"id":"W4317373413","doi":"10.1080/10409289.2022.2163140","title":"Instrument Development and Validation of the Home Child Care Version of the Assessment for Quality Improvement","year":2023,"lang":"en","type":"article","venue":"Early Education and Development","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Discriminant validity; Psychology; Early childhood education; Construct validity; Convergent validity; Toddler; Early childhood; Rating scale; Quality (philosophy); Observational study; Scale (ratio); Construct (python library); Child development; Item response theory; Psychometrics; Exploratory factor analysis; Developmental psychology; Clinical psychology; Medicine; Internal consistency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03802346,0.0003997097,0.0006890505,0.002213501,0.0009466647,0.001051978,0.001106521,0.0003961909,0.002138535],"category_scores_gemma":[0.06509835,0.0003440121,0.001204332,0.003579196,0.0006745504,0.0007117538,0.001829617,0.001430715,0.0004959596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003849168,"about_ca_system_score_gemma":0.01583971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0153979,"about_ca_topic_score_gemma":0.02395236,"domain_scores_codex":[0.9694744,0.01247421,0.004375622,0.001488301,0.01129464,0.0008927327],"domain_scores_gemma":[0.9325739,0.01473842,0.005846858,0.004070555,0.04141467,0.001355663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000512506,0.00071009,0.3356457,0.001460297,0.0003195876,0.00008150999,0.004025269,0.001926717,0.002657767,0.00441728,0.0172742,0.6309692],"study_design_scores_gemma":[0.0004044726,0.001695003,0.9315594,0.001440689,0.000313894,0.0003507904,0.00160034,0.007866766,0.004712303,0.002088591,0.04786212,0.0001055182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5872715,0.004756939,0.2624664,0.003352748,0.0008689507,0.06556438,0.02167219,0.001540056,0.05250694],"genre_scores_gemma":[0.5964911,0.001696266,0.3358113,0.0007204156,0.0001107426,0.04768899,0.01337479,0.0002813203,0.003825086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03802346,"threshold_uncertainty_score":0.2010897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317222236670971,"score_gpt":0.3274919423590854,"score_spread":0.3043197199923757,"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."}}