{"id":"W2071340251","doi":"10.1136/bmj.39185.650486.db","title":"Farewell to dodging and weaving","year":2007,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weaving; Business; Management; Engineering; Economics; Mechanical engineering","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":[0.005940242,0.0006548735,0.0004481663,0.0009903323,0.008350391,0.01136816,0.001265834,0.007862586,0.042296],"category_scores_gemma":[0.02827408,0.0003419974,0.0007158973,0.0008201114,0.01426501,0.01534526,0.007965092,0.01080517,0.01387101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003943756,"about_ca_system_score_gemma":0.009838106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01594669,"about_ca_topic_score_gemma":0.02386331,"domain_scores_codex":[0.9937662,0.002293953,0.0001614768,0.0005349834,0.002147463,0.001095927],"domain_scores_gemma":[0.9885392,0.002090065,0.0004239258,0.001328595,0.003449647,0.004168699],"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":[0.00003053595,0.00004098659,0.0002784065,0.00006081226,0.000006469416,0.000149322,0.001849678,0.0000623026,0.0001441258,0.2336092,0.7277984,0.03596983],"study_design_scores_gemma":[0.0000057387,0.00001500191,0.00009933828,0.0001209357,0.000001767577,0.00007298799,0.001800227,0.00003718956,0.00005912281,0.03520759,0.9625692,0.00001080106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002550192,0.01288841,0.006828604,0.738587,0.03465459,0.00004488642,0.00006842861,0.0003110167,0.2040669],"genre_scores_gemma":[0.07529239,0.01203532,0.007549588,0.3654673,0.01055372,0.00008782426,0.0001065925,0.000587131,0.5283202],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.042296,"threshold_uncertainty_score":0.1414942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1351260445345313,"score_gpt":0.5271937385057006,"score_spread":0.3920676939711694,"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."}}