{"id":"W2336201461","doi":"10.1503/cmaj.1150098","title":"Isn’t more education a good thing?","year":2016,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Socioeconomic status; Data science; Computer science; Medical education; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005778285,0.0007428069,0.001549638,0.0007036381,0.004976895,0.003350558,0.002471123,0.03337498,0.0150868],"category_scores_gemma":[0.03210209,0.0006411255,0.001318161,0.0006783055,0.00412495,0.008600906,0.002242424,0.06673632,0.009526588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004427216,"about_ca_system_score_gemma":0.006866431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164585,"about_ca_topic_score_gemma":0.02338035,"domain_scores_codex":[0.9954802,0.001309453,0.0004158395,0.0006307174,0.001605023,0.0005588479],"domain_scores_gemma":[0.9815305,0.008201768,0.00105239,0.0004239335,0.003630901,0.005160654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003169036,0.00004932635,0.0008322069,0.0000880943,0.00001390211,0.0008917536,0.0002439445,0.00002825893,0.0001149834,0.001672746,0.9828803,0.01315283],"study_design_scores_gemma":[0.00009779997,0.0001716269,0.002493352,0.001577045,0.00003566472,0.004319681,0.002447521,0.0003556298,0.0002326211,0.01009337,0.9780279,0.0001476743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009870776,0.0007878714,0.00002989178,0.9938912,0.004502373,0.000004132478,0.00001338778,0.00000804623,0.0006642998],"genre_scores_gemma":[0.00124074,0.001082112,0.0001431269,0.9894837,0.005995594,0.0000186322,0.000007736999,0.00001048197,0.002017881],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03337498,"threshold_uncertainty_score":0.05047035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0514683779792225,"score_gpt":0.407459574369234,"score_spread":0.3559911963900115,"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."}}