{"id":"W4386089523","doi":"10.1186/s12889-023-16393-1","title":"The Pathways study: a cohort study of new food-aid users in rural, semi urban, and urban areas of Quebec, Canada","year":2023,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec; Centre Hospitalier de l’Université de Montréal; McGill University Health Centre; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Environmental health; Biostatistics; Public health; Cohort study; Cohort; Donation; Rural area; Gerontology; Economic growth; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009595508,0.0006665082,0.0006092829,0.0015715,0.005593653,0.001557793,0.00147966,0.0007298951,0.003187972],"category_scores_gemma":[0.001072143,0.000723062,0.0005900579,0.003824791,0.0007864666,0.0008486119,0.001504826,0.001089099,0.0007282159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02143619,"about_ca_system_score_gemma":0.02142681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9865463,"about_ca_topic_score_gemma":0.9921889,"domain_scores_codex":[0.9991757,0.00008048886,0.00004013739,0.0001857602,0.0001815175,0.000336285],"domain_scores_gemma":[0.998585,0.0000614809,0.000204611,0.00007382227,0.00051017,0.0005648403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001569665,0.0002146454,0.9895905,0.00005707663,0.00006014241,0.0003440942,0.002667658,0.00005097959,0.000339911,0.000079907,0.00318985,0.003248325],"study_design_scores_gemma":[0.00004040605,0.00008979859,0.9933082,0.00007070327,0.00002932306,0.000121417,0.003956953,0.0001476706,0.00004487119,0.00002571846,0.002142904,0.00002199881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838838,0.0005641951,0.0002674144,0.0004039531,0.00002168933,0.0006931896,0.01224353,0.00001798343,0.001904315],"genre_scores_gemma":[0.9875128,0.0006644933,0.0006996852,0.0006340144,0.00001723867,0.000702211,0.006082876,0.00001624585,0.003670549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02143619,"threshold_uncertainty_score":0.1555312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823505431201883,"score_gpt":0.4008411160217871,"score_spread":0.2184905729015989,"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."}}