{"id":"W4407773204","doi":"10.1186/s12889-025-21515-y","title":"The employment preferences of young people in Canada: a discrete choice experiment","year":2025,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Biostatistics; Medicine; Public health; Epidemiology; Environmental health; Nursing; Pathology","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":[0.005110312,0.0006806127,0.0008831346,0.000549029,0.005966734,0.002111028,0.001506499,0.001389303,0.006138936],"category_scores_gemma":[0.006418422,0.000498836,0.001024819,0.001225607,0.001759454,0.0005413595,0.001018948,0.001485532,0.0005713791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02784033,"about_ca_system_score_gemma":0.05114864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9443541,"about_ca_topic_score_gemma":0.9717491,"domain_scores_codex":[0.9974992,0.0008205606,0.000114038,0.0002616768,0.0005818108,0.0007226913],"domain_scores_gemma":[0.994909,0.001898209,0.0005099443,0.0002741582,0.001269247,0.001139376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04797401,0.05071355,0.649598,0.001722387,0.0007242094,0.002435537,0.06401123,0.01699604,0.01467162,0.0146643,0.02174987,0.1147392],"study_design_scores_gemma":[0.01268686,0.02687648,0.7762864,0.0008271768,0.0006629248,0.0002153687,0.06527005,0.06285577,0.004463699,0.00646406,0.04248221,0.0009089466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992812,0.000104384,0.000376066,0.0003182483,0.00003112085,0.001465958,0.001137778,0.000009835888,0.003744729],"genre_scores_gemma":[0.9839126,0.0003391919,0.004201114,0.0006815963,0.00001667423,0.002431137,0.001156726,0.000006948103,0.007253944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05564588,"threshold_uncertainty_score":0.2019967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08362781501579326,"score_gpt":0.4138601415867611,"score_spread":0.3302323265709678,"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."}}