{"id":"W2022714190","doi":"10.1016/j.socscimed.2011.08.041","title":"Is blood thicker than water? Peer effects in stent utilization among Floridian cardiologists","year":2011,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Context (archaeology); Licensure; Cath lab; Stent; Peer effects; Quarter (Canadian coin); Family medicine; Propensity score matching; Private practice; Emergency medicine; Surgery; Cardiology; Medical education; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001316914,0.000116542,0.0002916202,0.0008832975,0.001527773,0.001095705,0.0003392253,0.001089117,0.004749584],"category_scores_gemma":[0.02658159,0.0002017519,0.0002651987,0.0006882561,0.0007267808,0.0006354252,0.0007135998,0.0009615647,0.0002985197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004617551,"about_ca_system_score_gemma":0.0009965673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01305625,"about_ca_topic_score_gemma":0.01636089,"domain_scores_codex":[0.9982405,0.0008581083,0.0001314414,0.0001221191,0.0003485989,0.0002993046],"domain_scores_gemma":[0.9815532,0.008622149,0.005107492,0.0003500035,0.001468487,0.002898686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001701683,0.0002273545,0.9842662,0.0000248283,0.00003146617,0.0004613347,0.007932511,0.00001087394,0.0001465306,0.00009277414,0.0004434487,0.006192672],"study_design_scores_gemma":[0.00002068125,0.0002143678,0.9724084,0.0000390927,0.00005478818,0.0004814578,0.02569749,0.00009594308,0.00007242413,0.0001022588,0.0008002439,0.00001293416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968354,0.0001918259,0.00001339064,0.001148146,0.00001459767,0.000005427419,0.00002460397,0.000001752399,0.00176481],"genre_scores_gemma":[0.9994777,0.0001405925,0.0000164817,0.0001178207,0.00003163393,0.000002530512,0.00001152044,0.000001365122,0.0002003154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01305625,"threshold_uncertainty_score":0.02596051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4892699994646688,"score_gpt":0.5359806635798647,"score_spread":0.04671066411519592,"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."}}