{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002035627,0.00006565006,0.0001305364,0.00006365756,0.0003595634,0.000003752343,0.00004839334,0.0001267039,0.00008039892],"category_scores_gemma":[0.0001519361,0.0000559207,0.00001376292,0.00007417666,0.000007152456,0.00002997305,0.00006465872,0.0002586336,0.0003337229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005551183,"about_ca_system_score_gemma":0.00006674219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008191778,"about_ca_topic_score_gemma":0.002117827,"domain_scores_codex":[0.9988658,0.000115933,0.00034049,0.0001519936,0.0001148867,0.0004109349],"domain_scores_gemma":[0.9992331,0.0002497431,0.00006479005,0.0001614524,0.00006063009,0.0002302783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001067741,0.00004568967,0.3072599,0.00248837,0.00003487156,0.0001252849,0.09420533,0.000003690265,0.002165267,0.0200389,0.1738512,0.3996747],"study_design_scores_gemma":[0.0002543969,0.00004718798,0.1941567,0.0005842856,0.000002443004,0.000005480147,0.02911345,0.00001187196,0.00002456007,0.0001229711,0.7755398,0.0001368832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8537121,0.0007309887,0.00140509,0.03102415,0.001164085,0.001074853,0.000003506069,0.0001199253,0.1107653],"genre_scores_gemma":[0.9911957,0.0000249531,0.0007453031,0.002837983,0.001271501,0.00003256067,6.955289e-7,0.00001449831,0.00387682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6016886,"threshold_uncertainty_score":0.4289443,"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."}}