{"id":"W4243222687","doi":"10.1080/14739879.2010.11493946","title":"Round Up","year":2010,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Medicine; Psychology; Medical education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009862491,0.000103147,0.00008863634,0.0000955266,0.0001407768,0.00006538459,0.0001825302,0.00007268139,0.000313624],"category_scores_gemma":[0.00008646142,0.000109826,0.00007078975,0.0001414209,0.00003763657,0.0002482368,0.00002291971,0.00014107,0.001724949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002731829,"about_ca_system_score_gemma":0.001280341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003045827,"about_ca_topic_score_gemma":0.00008238592,"domain_scores_codex":[0.9993218,0.00001299938,0.0001284372,0.0002199258,0.0001400186,0.0001768442],"domain_scores_gemma":[0.9989672,0.000040559,0.00007098947,0.0004001283,0.0004294783,0.00009169419],"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":[0.00007153489,0.0002733258,0.009329534,0.0003301011,0.00002657931,1.351903e-7,0.007211231,0.000001951223,0.09992316,0.02217814,0.6988618,0.1617925],"study_design_scores_gemma":[0.0002983633,0.00002661184,0.0372648,0.000008566162,0.00002466863,0.000006301932,0.002136128,0.000001439093,0.005004134,0.001253669,0.9537917,0.0001836536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8391256,0.0004425355,0.00007565004,0.000476404,0.01191841,0.0008263732,0.0002138916,0.0002515687,0.1466696],"genre_scores_gemma":[0.9753469,0.00000119456,0.005680055,0.0006366699,0.001225276,0.0003412744,0.002523966,0.00009156371,0.01415308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2549299,"threshold_uncertainty_score":0.9990523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135640621108879,"score_gpt":0.2945259811742977,"score_spread":0.2831695749632089,"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."}}