{"id":"W1104403787","doi":"10.1503/cmaj.109-5120","title":"A new online tool to improve physician billing","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Payment; Compensation (psychology); Computer science; World Wide Web; Work (physics); Internet privacy; Data science; Medicine; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00870728,0.001433895,0.0008996422,0.00727241,0.00130743,0.005662915,0.001756803,0.00174445,0.1080651],"category_scores_gemma":[0.06253672,0.0008729896,0.0008726481,0.005397264,0.0003673951,0.008794966,0.002755707,0.002241718,0.04798735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343014,"about_ca_system_score_gemma":0.002234055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002997244,"about_ca_topic_score_gemma":0.005568773,"domain_scores_codex":[0.9906934,0.002965788,0.001234215,0.0007072373,0.003973956,0.0004253797],"domain_scores_gemma":[0.9273455,0.03707775,0.005424019,0.007955949,0.01665743,0.005539387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002630763,0.0007001176,0.004724002,0.0002032951,0.00003460128,0.0001032521,0.0002591688,0.0001650788,0.0005612455,0.001187018,0.5927539,0.3990451],"study_design_scores_gemma":[0.0007237638,0.0005890154,0.02879067,0.0008158538,0.0001524477,0.001064616,0.000654143,0.008176535,0.003014975,0.006063289,0.9495872,0.0003674176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.07049605,0.006282798,0.1486588,0.1009894,0.02061883,0.004418293,0.04947883,0.3054205,0.2936364],"genre_scores_gemma":[0.1469361,0.005550581,0.5122207,0.02997294,0.01460874,0.003539108,0.04756343,0.01589289,0.2237156],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1080651,"threshold_uncertainty_score":0.3615139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656392679108345,"score_gpt":0.2477751828048982,"score_spread":0.2312112560138148,"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."}}