{"id":"W1981408853","doi":"10.1136/bmj.38176.444745.63","title":"The learning curve","year":2004,"lang":"en","type":"letter","venue":"BMJ","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Computer science; Learning curve; Data science; Information retrieval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001492317,0.0001298737,0.0002105411,0.00003007782,0.000152319,0.00002729333,0.00009403242,0.0002795173,0.0002435414],"category_scores_gemma":[0.0004152629,0.00006626701,0.0001535033,0.00005714481,0.00004127757,0.00001131981,0.00004207558,0.001611688,0.0005372427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005717924,"about_ca_system_score_gemma":0.0001995437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002432343,"about_ca_topic_score_gemma":0.00000126678,"domain_scores_codex":[0.9991674,0.00003194629,0.0001775611,0.0001445396,0.0002507752,0.0002277435],"domain_scores_gemma":[0.9994145,0.0001301138,0.00007864658,0.0002849236,0.00003735637,0.00005447228],"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":[0.000004280258,0.000004098449,0.001420569,0.00004353679,0.00003486009,0.0006597209,0.00003084771,0.000001132448,0.000001480496,0.00003018038,0.9951046,0.002664757],"study_design_scores_gemma":[0.0002198094,0.00009003446,0.00300949,0.0002032981,0.00004196321,0.00007803669,0.00002425954,0.000003115104,0.000008379114,0.0001442908,0.9960811,0.00009624196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003224877,0.0004959095,0.00001027943,0.9618475,0.0004738716,0.0002815235,0.000001343832,0.0000586238,0.03650847],"genre_scores_gemma":[0.001274289,0.00008632466,0.0001255062,0.6617516,0.006446273,0.00002301626,0.00006643373,0.00003965904,0.3301869],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3000959,"threshold_uncertainty_score":0.7002072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339716552794483,"score_gpt":0.3214024481940647,"score_spread":0.2980052826661199,"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."}}