{"id":"W1646309776","doi":"10.4212/cjhp.v60i2.160","title":"Five Years of Experience with the Residency Matching Service","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Matching (statistics); Service (business); Medical education; Medicine; Business; Marketing","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":[0.002930261,0.000705211,0.0005398726,0.001936354,0.005581629,0.002650517,0.001583184,0.002128393,0.03011935],"category_scores_gemma":[0.003937874,0.0006885421,0.001064176,0.001428092,0.001095637,0.001877393,0.003246123,0.002945375,0.008593973],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954294,"about_ca_system_score_gemma":0.005856531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00662272,"about_ca_topic_score_gemma":0.0231491,"domain_scores_codex":[0.9960231,0.0004190307,0.0002619495,0.00038232,0.0007476041,0.002166095],"domain_scores_gemma":[0.9863383,0.0003766021,0.0004527041,0.0002178263,0.001391952,0.01122263],"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":[0.0009851359,0.02334034,0.3012381,0.0007941819,0.0002672554,0.02016916,0.03424365,0.002191108,0.004743612,0.0032194,0.08289012,0.5259179],"study_design_scores_gemma":[0.0002057617,0.01341705,0.3939487,0.0007873264,0.0002183635,0.05661655,0.05838572,0.002199802,0.002875758,0.001993979,0.4690101,0.0003408788],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068888,0.005946168,0.003323396,0.01722224,0.003186723,0.0003419515,0.0005769383,0.0003487577,0.0621649],"genre_scores_gemma":[0.8261783,0.004466253,0.003614482,0.01172825,0.001357584,0.0001009474,0.001044252,0.0001121928,0.1513979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980457,"threshold_uncertainty_score":0.1007593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01653200544817398,"score_gpt":0.2665959040321136,"score_spread":0.2500638985839397,"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."}}