{"id":"W4214641413","doi":"10.1080/17549507.2022.2037709","title":"Construct validity of the focus on the outcomes of communication under six (FOCUS) total and profile scores for multilingual preschoolers: Considering functional speech skills","year":2022,"lang":"en","type":"article","venue":"International Journal of Speech-Language Pathology","topic":"Language Development and Disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"National Institute on Deafness and Other Communication Disorders; National Institutes of Health","keywords":"Focus (optics); Construct (python library); Psychology; Construct validity; Developmental psychology; Computer science; Psychometrics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001717004,0.0003985048,0.0002576588,0.001767119,0.0004622181,0.000685708,0.0003904138,0.0002809228,0.001567601],"category_scores_gemma":[0.007911617,0.0001519942,0.0003181542,0.0007395194,0.00052386,0.0005389341,0.001157552,0.0004481611,0.0001732931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006092574,"about_ca_system_score_gemma":0.0007109271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007266857,"about_ca_topic_score_gemma":0.01510168,"domain_scores_codex":[0.9992675,0.00009834,0.00008105311,0.0000967862,0.0003808298,0.00007553728],"domain_scores_gemma":[0.9959037,0.001071566,0.001410447,0.0001518479,0.0009771249,0.0004854611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000508406,0.00004940184,0.9908221,0.00002502151,0.00001681703,0.00006965135,0.001732836,0.00005016851,0.000410139,0.00003663389,0.00007285233,0.00666355],"study_design_scores_gemma":[0.000002155472,0.00006071375,0.9983627,0.000009218883,0.00000536471,0.00007224418,0.001022387,0.00008754234,0.0002334182,0.00002381771,0.0001181958,0.000002298807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988102,0.00002974175,0.0001232115,0.0000142793,0.000001904379,0.00001805706,0.0001304327,0.000003811819,0.0008684803],"genre_scores_gemma":[0.9992428,0.00002677829,0.0002578712,0.000004377973,0.000002040055,0.00003938106,0.0002550363,0.000002455591,0.0001692987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007266857,"threshold_uncertainty_score":0.01444912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02932501412808916,"score_gpt":0.3185305237869189,"score_spread":0.2892055096588297,"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."}}