{"id":"W4408815127","doi":"10.1088/2752-5309/adc4fe","title":"Healthcare sobriety and pollution awareness for a green healthcare sector: a Belgian qualitative study","year":2025,"lang":"en","type":"article","venue":"Environmental Research Health","topic":"Global Health Care Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Fonds De La Recherche Scientifique - FNRS","keywords":"Sobriety; Health care; Qualitative research; Environmental health; Nursing; Psychology; Medicine; Sociology; Psychiatry; Economic growth; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01161899,0.0003990968,0.0008517313,0.0005509557,0.005941731,0.00002577502,0.0004162231,0.0003747334,0.0001053544],"category_scores_gemma":[0.0004561985,0.0003994175,0.00009899913,0.0007859248,0.000451032,0.0002148803,0.0006618504,0.001974672,0.0001418853],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005761968,"about_ca_system_score_gemma":0.003490971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1167863,"about_ca_topic_score_gemma":0.06742694,"domain_scores_codex":[0.9828575,0.01056099,0.001358095,0.001258987,0.001348721,0.002615672],"domain_scores_gemma":[0.995711,0.001766013,0.0003310948,0.0008056783,0.0002059052,0.001180286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002330923,0.001759439,0.4433048,0.01354161,0.0001859823,0.00001789565,0.4473179,0.000001892312,0.0001126831,0.01222474,0.04922904,0.02997302],"study_design_scores_gemma":[0.003422717,0.003715417,0.3067811,0.0009459533,0.0000116034,0.000001910769,0.6411195,0.00006389393,0.00001099205,0.005840108,0.03777699,0.0003098202],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.82598,0.009667949,0.0002715551,0.1444825,0.0007920061,0.01651051,0.001815661,0.0001851856,0.0002946575],"genre_scores_gemma":[0.9861955,0.001213958,0.0003503501,0.006343274,0.0002813514,0.002457828,0.0002310737,0.00006955724,0.002857078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1938016,"threshold_uncertainty_score":0.9998457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.237244631159665,"score_gpt":0.6146893235287316,"score_spread":0.3774446923690666,"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."}}