{"id":"W4409358221","doi":"10.1136/jech-2025-223840","title":"Alienation: another contested Marxian construct in epidemiology and public health","year":2025,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University; Ontario Tobacco Research Unit; Public Health Ontario","funders":"","keywords":"Construct (python library); Alienation; Public health; Sociology; Epidemiology; Epistemology; Political science; Criminology; Medicine; Philosophy; Computer science; Law; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.05350244,0.001009761,0.002506329,0.00619296,0.01594158,0.01860707,0.003613613,0.0123382,0.005730412],"category_scores_gemma":[0.05612358,0.0007626223,0.001164769,0.005078902,0.1976697,0.02601826,0.02063771,0.01498487,0.0006123862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009389902,"about_ca_system_score_gemma":0.01142092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006294255,"about_ca_topic_score_gemma":0.004781419,"domain_scores_codex":[0.9656715,0.02225734,0.001519009,0.002903137,0.00464461,0.003004411],"domain_scores_gemma":[0.9001455,0.07808242,0.004310382,0.007944997,0.004015877,0.005500773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001064027,0.00000986235,0.0002888351,0.00002570473,0.000007121437,0.00002705405,0.004082721,0.00005071726,0.00001351094,0.9926816,0.001338645,0.00146364],"study_design_scores_gemma":[0.00002275194,0.000008411002,0.0001982941,0.00006578238,0.000006005291,0.00007520081,0.002027943,0.0001249761,0.00002293471,0.9884284,0.009006384,0.00001301462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04348801,0.01219625,0.07300764,0.7003852,0.004740148,0.00008221916,0.0003035199,0.000219861,0.1655772],"genre_scores_gemma":[0.9512304,0.002045596,0.006540728,0.02713134,0.005746432,0.0001825449,0.00005894349,0.0001390422,0.006925107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05350244,"threshold_uncertainty_score":0.2829514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.305251742394233,"score_gpt":0.5240938333733595,"score_spread":0.2188420909791265,"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."}}