{"id":"W4412386840","doi":"10.5539/jms.v15n2p1","title":"Sustainable Consumption and Production in A Specialized Hospital Service","year":2025,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Global Healthcare and Medical Tourism","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Consumption (sociology); Business; Service (business); Sustainable consumption; Sustainable production; Marketing; Economics; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004503557,0.0001314846,0.00009133996,0.0006666054,0.0005588545,0.001424497,0.0003481517,0.0002663247,0.005531583],"category_scores_gemma":[0.001239635,0.00007459136,0.0002313591,0.001379394,0.0004347726,0.0005113417,0.00142568,0.000246472,0.0005131111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002847346,"about_ca_system_score_gemma":0.002333999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008932964,"about_ca_topic_score_gemma":0.01980433,"domain_scores_codex":[0.9993514,0.0001953961,0.00003261761,0.00004522274,0.0001974158,0.0001778682],"domain_scores_gemma":[0.9993249,0.00008621326,0.000213062,0.00003076064,0.0001430506,0.0002019386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002200025,0.0004547398,0.8469623,0.0003616634,0.00008772234,0.001079236,0.009747862,0.003053466,0.004492695,0.00626637,0.006957815,0.120316],"study_design_scores_gemma":[0.000007495287,0.0004247008,0.9092566,0.0002466007,0.00003095035,0.0004944619,0.04303367,0.002029849,0.002173159,0.001568052,0.04070466,0.00002972676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796833,0.0003286616,0.0003290652,0.001223597,0.00001801232,0.00002957739,0.0004972969,0.0000127195,0.01787781],"genre_scores_gemma":[0.9968026,0.0002444933,0.000322959,0.00007818494,0.000008954152,0.000008137181,0.0002115276,0.000004217586,0.002319005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008932964,"threshold_uncertainty_score":0.02065903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921070572429495,"score_gpt":0.3884869464350117,"score_spread":0.3692762407107168,"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."}}