{"id":"W3159979600","doi":"10.7488/era/882","title":"Examination of the community food environment and the drivers affecting and impacting obesogenicity in a deprived urban neighbourhood in Scotland","year":2020,"lang":"en","type":"dissertation","venue":"ERA","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Comisión Nacional de Investigación Científica y Tecnológica; Medical Research Council; Universidad de Chile","keywords":"Neighbourhood (mathematics); Geography; Environmental planning; Socioeconomics; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000635153,0.0001768741,0.0004241309,0.00006455252,0.0001274453,0.00001782417,0.0001042663,0.0001220838,0.000005433712],"category_scores_gemma":[0.0004414093,0.0001190077,0.00006775012,0.000149027,0.0001066619,0.00007079164,0.0001243013,0.001173327,4.344884e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137892,"about_ca_system_score_gemma":0.00003282679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008386647,"about_ca_topic_score_gemma":0.002606779,"domain_scores_codex":[0.9984459,0.0007781886,0.0002196326,0.0001873855,0.0002270356,0.000141825],"domain_scores_gemma":[0.9988126,0.0006609188,0.0002367215,0.0002266262,0.00001472091,0.00004837488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001781985,0.0009417118,0.9506022,0.0004624309,0.00009129764,0.000002955141,0.03771263,0.000008768646,0.004267324,0.0001226494,0.000001794657,0.005608072],"study_design_scores_gemma":[0.002590106,0.0001938993,0.985922,0.000352436,0.0001101769,0.000002473261,0.005460953,0.0004716957,0.004546843,0.0002529684,0.00000141534,0.00009501464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978959,0.0001927619,0.000001621308,0.0001477666,0.00004328045,0.0007851117,0.00000570294,0.000007650944,0.000920205],"genre_scores_gemma":[0.9997565,0.00006858201,0.00002061344,0.00003179568,0.00003773773,0.00001376397,0.00003690644,0.00001824899,0.0000158606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03531985,"threshold_uncertainty_score":0.5097589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381299027470135,"score_gpt":0.2354999093873125,"score_spread":0.2216869191126112,"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."}}