{"id":"W2142882030","doi":"10.1136/bmj.332.7533.103","title":"An unexpected response","year":2006,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Wife; Subject (documents); Work (physics); Medical education; Medicine; Media studies; Psychology; Sociology; Library science; Engineering; Political science; Law; Computer science","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":[0.001430833,0.00007677874,0.0001463224,0.00005571614,0.0003741843,0.000003796882,0.00009004629,0.0002133262,0.0003411633],"category_scores_gemma":[0.0001142012,0.00006363644,0.00002536671,0.0001017598,0.00001460024,0.00005178407,0.00001667121,0.0002794932,0.0007402062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007950592,"about_ca_system_score_gemma":0.0003135571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003296237,"about_ca_topic_score_gemma":0.002630578,"domain_scores_codex":[0.9971836,0.001730216,0.0004190953,0.0001677569,0.0001519303,0.0003474204],"domain_scores_gemma":[0.9990054,0.0002756381,0.0001111329,0.0003809872,0.0001177775,0.0001091019],"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":[0.001478396,0.0002810851,0.07428753,0.0004803309,0.00002036008,0.0001366788,0.01258717,0.00001318835,0.02207676,0.03024661,0.8521429,0.006249035],"study_design_scores_gemma":[0.000468804,0.0001207586,0.4632062,0.0001103325,0.000002224974,0.000003045948,0.007188295,0.00004666276,0.00003492222,0.0004953122,0.5281992,0.0001242565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390912,0.0002318842,0.00006012526,0.02067616,0.0006265059,0.0006399452,0.00001233545,0.000238573,0.03842328],"genre_scores_gemma":[0.9864056,0.000004349483,0.0002293326,0.0006195268,0.001932275,0.0001582453,0.00001169936,0.00001982665,0.01061919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3889186,"threshold_uncertainty_score":0.9514099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110582704862306,"score_gpt":0.513291959678698,"score_spread":0.4022336891924674,"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."}}