{"id":"W2335745846","doi":"10.1097/01.cot.0000457369.96945.a3","title":"Measuring Adherence to ASCO's ‘Choosing Wisely’ List","year":2014,"lang":"en","type":"article","venue":"Oncology Times","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Incentive; Session (web analytics); Medical education; Business; Advertising","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002834867,0.0001761996,0.0003764772,0.001492223,0.0006381125,0.001021125,0.0004649921,0.0008460053,0.004621272],"category_scores_gemma":[0.01936652,0.0001961359,0.0006248081,0.001786371,0.0001933809,0.0007574438,0.0006598139,0.001323443,0.001804223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008785893,"about_ca_system_score_gemma":0.0008458711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01480253,"about_ca_topic_score_gemma":0.01722416,"domain_scores_codex":[0.9970461,0.0008686687,0.0004740744,0.0001890553,0.001166938,0.0002551546],"domain_scores_gemma":[0.986357,0.002754535,0.00470488,0.0007588738,0.00330408,0.002120664],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002644416,0.0004953138,0.9178987,0.00007984368,0.0001530679,0.00001443687,0.000145403,0.0002247268,0.0001126771,0.000189691,0.02806923,0.05235244],"study_design_scores_gemma":[0.0000634121,0.0006441758,0.9862195,0.00009082463,0.00007331427,0.00006828475,0.000311812,0.0008443898,0.000375765,0.0001976233,0.011086,0.00002489722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924567,0.002037149,0.002175421,0.007713591,0.0006506424,0.001015867,0.02085568,0.0003312468,0.0406535],"genre_scores_gemma":[0.9630849,0.001093028,0.005005861,0.003713129,0.0004297209,0.0009060153,0.01628217,0.00005980305,0.009425373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971651,"threshold_uncertainty_score":0.02943277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4249658253021566,"score_gpt":0.442885064692617,"score_spread":0.01791923939046036,"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."}}