{"id":"W4405041655","doi":"10.1177/09514848241304634","title":"Exploring collaborative practices for chronic disease management: Results from a new survey to primary care physicians and specialists in Italy","year":2024,"lang":"en","type":"article","venue":"Health Services Management Research","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Accountability; Health care; Protocol (science); Nursing; Disease management; Primary care; Service (business); Chronic disease; Chronic care; Family medicine; Medical education; Health management system; Business; Alternative medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001946634,0.0003417469,0.0004858216,0.001154118,0.0002676347,0.0006713709,0.0003970133,0.00003987719,0.00003095216],"category_scores_gemma":[0.00004709112,0.0003501142,0.00006797133,0.002565812,0.00007296687,0.0009126551,0.0008005355,0.0003248297,0.0000911172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246124,"about_ca_system_score_gemma":0.0008817369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01280273,"about_ca_topic_score_gemma":0.0288348,"domain_scores_codex":[0.9951999,0.0003621281,0.0006377678,0.001464503,0.001237601,0.001098134],"domain_scores_gemma":[0.9975929,0.0005468277,0.0001740846,0.0008191394,0.0002200837,0.0006469601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01625651,0.0009025999,0.004117541,0.2362818,0.001647269,0.002568986,0.03516638,0.000495974,0.00001206995,0.01776518,0.04320973,0.6415759],"study_design_scores_gemma":[0.005497336,0.0007433484,0.7022494,0.01335489,0.0002149217,3.694333e-7,0.03413744,0.001290994,0.000004253357,0.0008514664,0.2412129,0.0004427089],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6050012,0.1018902,0.0005802268,0.07620572,0.002400842,0.05753796,0.005300435,0.001248384,0.1498351],"genre_scores_gemma":[0.9360909,0.03429793,0.002706597,0.002786613,0.001887325,0.003367634,0.007548098,0.0002087705,0.0111061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6981319,"threshold_uncertainty_score":0.9998951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2481281533282399,"score_gpt":0.4726798206461849,"score_spread":0.224551667317945,"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."}}