{"id":"W4389829364","doi":"10.2196/46638","title":"Untapped Potential of Unobtrusive Observation for Studying Health Behaviors","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Seafood Sustainability Foundation; Wellcome Trust","keywords":"Psychological intervention; Behavior change; Intervention (counseling); Population; Population health; Psychology; Internet privacy; Environmental health; Risk analysis (engineering); Applied psychology; Business; Computer science; Medicine; Social psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01976084,0.001793757,0.001501495,0.003003365,0.001478866,0.003479127,0.003375858,0.002766954,0.007372725],"category_scores_gemma":[0.04677441,0.001017328,0.001741993,0.001906952,0.005951416,0.00461852,0.005561179,0.003643386,0.001377834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437748,"about_ca_system_score_gemma":0.003419362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007805867,"about_ca_topic_score_gemma":0.01175171,"domain_scores_codex":[0.9759867,0.0163295,0.0009081531,0.00261909,0.003590296,0.0005661647],"domain_scores_gemma":[0.9066978,0.06690783,0.006917176,0.01219044,0.005496463,0.001790454],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001464912,0.00105338,0.09899592,0.01396323,0.001468007,0.0009719399,0.01372145,0.006428725,0.02487651,0.03099842,0.02824461,0.7778128],"study_design_scores_gemma":[0.0005213183,0.004837761,0.2410257,0.02360982,0.002089592,0.005969549,0.01782669,0.02316119,0.02236976,0.2754152,0.3818596,0.001313712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1276999,0.1142787,0.6102399,0.04566109,0.009677323,0.002883141,0.00886515,0.002491211,0.07820354],"genre_scores_gemma":[0.5422949,0.04257814,0.3805269,0.01542641,0.003721302,0.007070241,0.001814493,0.0004653165,0.006102402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9802392,"threshold_uncertainty_score":0.1045066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06042815927844713,"score_gpt":0.3248521896102142,"score_spread":0.2644240303317671,"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."}}