{"id":"W3097124868","doi":"10.1371/journal.pmed.1003409","title":"Effects of health literacy, screening, and participant choice on action plans for reducing unhealthy snacking in Australia: A randomised controlled trial","year":2020,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Diabetes Australia; Commonwealth Scientific and Industrial Research Organisation; Australian Government","keywords":"Snacking; Health literacy; Medicine; Literacy; Action plan; Psychological intervention; Gerontology; Environmental health; Psychology; Health care; Nursing; Obesity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004838074,0.0001940083,0.001404909,0.0001881587,0.0003431229,0.000006807925,0.0000993,0.0001542522,0.00007909277],"category_scores_gemma":[0.01201841,0.0001370598,0.00006403008,0.000281501,0.00005804044,0.0003594196,0.00002468897,0.0006723482,0.000004367301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048912,"about_ca_system_score_gemma":0.0003130707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008014657,"about_ca_topic_score_gemma":0.00006903012,"domain_scores_codex":[0.9938659,0.001631447,0.003279617,0.0003156523,0.0003287214,0.0005786427],"domain_scores_gemma":[0.98901,0.008590238,0.001651783,0.0001718622,0.0001764053,0.0003997217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8406546,0.00050068,0.01105945,0.02730694,0.0001176863,0.000001868149,0.09011705,0.00004781187,0.0005799527,0.0002076099,0.00380577,0.02560064],"study_design_scores_gemma":[0.9425693,0.003725977,0.01810369,0.005761048,0.00009066871,2.470894e-7,0.001230365,0.02503297,0.0001372325,0.00005860761,0.003147226,0.0001426476],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616424,0.0002380166,0.003007282,0.01866334,0.0006021362,0.01568368,0.00001830892,0.0000617498,0.00008311206],"genre_scores_gemma":[0.9859377,0.00009936827,0.000534899,0.01080836,0.0008102336,0.001685585,0.00004829203,0.00001659034,0.00005899757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1019148,"threshold_uncertainty_score":0.9963038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2833963750172967,"score_gpt":0.517371001779456,"score_spread":0.2339746267621594,"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."}}