{"id":"W2766322322","doi":"10.2196/humanfactors.7670","title":"Formative Assessment: Design of a Web-Connected Sedentary Behavior Intervention for Females","year":2017,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Physical Activity and Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Formative assessment; Intervention (counseling); Psychology; World Wide Web; Computer science; Applied psychology; Mathematics education","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":[0.005632198,0.00156517,0.0008183257,0.001213474,0.001333465,0.0007396755,0.0021231,0.001269921,0.007389162],"category_scores_gemma":[0.00632882,0.0007236483,0.001111357,0.0003800787,0.0006489265,0.0007817023,0.00179557,0.001124915,0.001161672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221281,"about_ca_system_score_gemma":0.00372051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388734,"about_ca_topic_score_gemma":0.002369171,"domain_scores_codex":[0.9974359,0.001183609,0.0002164455,0.000508927,0.0003302938,0.0003248833],"domain_scores_gemma":[0.9983696,0.0005128334,0.0001736948,0.0001702763,0.0003737805,0.0003998348],"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":[0.01682361,0.2171351,0.01519895,0.003105687,0.0002739851,0.0006661169,0.01661363,0.003322164,0.02767134,0.002351906,0.005839477,0.690998],"study_design_scores_gemma":[0.1058785,0.6037708,0.133444,0.001672336,0.001299051,0.0006555078,0.01663348,0.02173129,0.04456115,0.006525467,0.06350253,0.000325806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7778765,0.0001279286,0.04661895,0.0007133863,0.0003620581,0.1639692,0.001026954,0.0006977785,0.008607163],"genre_scores_gemma":[0.3784023,0.0002857034,0.2667809,0.0007445962,0.000150035,0.3444037,0.0006753941,0.00008369696,0.008473638],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007389162,"threshold_uncertainty_score":0.02978623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1830713202421494,"score_gpt":0.4587187121531398,"score_spread":0.2756473919109904,"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."}}