{"id":"W2806398775","doi":"10.2196/medinform.7799","title":"Development and Validation of a Functional Behavioural Assessment Ontology to Support Behavioural Health Interventions","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Ontology; Computer science; Psychology; Medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02101231,0.001004305,0.0006583309,0.004810118,0.001771928,0.003632482,0.00268183,0.001355968,0.002536015],"category_scores_gemma":[0.04135814,0.0007864761,0.002811165,0.002034409,0.002253533,0.004209463,0.004051758,0.002164562,0.0009197548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005492876,"about_ca_system_score_gemma":0.0216721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01798518,"about_ca_topic_score_gemma":0.0143646,"domain_scores_codex":[0.9874505,0.004842994,0.002373717,0.001255395,0.003559323,0.0005181751],"domain_scores_gemma":[0.9626628,0.01602025,0.002722078,0.005273613,0.01247426,0.0008470494],"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":[0.0003634524,0.002189145,0.03884542,0.003736651,0.0003901898,0.001005556,0.0164692,0.04024251,0.02191271,0.1566762,0.01781964,0.7003492],"study_design_scores_gemma":[0.0004032775,0.00104446,0.04941811,0.008089885,0.0008362051,0.001685895,0.009862139,0.2949734,0.04272266,0.1498616,0.4405793,0.0005232579],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04114105,0.0002190346,0.9288657,0.001798826,0.000134577,0.007542235,0.002371865,0.003849591,0.01407721],"genre_scores_gemma":[0.08486877,0.0001992212,0.9043175,0.0002220624,0.00001724179,0.003236091,0.005139323,0.0003390498,0.001660743],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02101231,"threshold_uncertainty_score":0.1111251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07670011050300879,"score_gpt":0.3928146898788752,"score_spread":0.3161145793758665,"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."}}