{"id":"W4232479065","doi":"10.36510/learnland.v2i2.290","title":"Commentary: Responsibility","year":2009,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Ethics in medical practice","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Scope (computer science); Work (physics); Political science; Public relations; Ask price; Engineering ethics; Sociology; Business; Law; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006556783,0.00009811065,0.0001746985,0.00004986048,0.001441453,0.000009384377,0.0001778187,0.0002315733,0.001642614],"category_scores_gemma":[0.01514916,0.00008053826,0.00003755732,0.0001473873,0.000043256,0.0001181447,0.00006199567,0.005739194,0.000795204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006168825,"about_ca_system_score_gemma":0.00007662804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007283251,"about_ca_topic_score_gemma":0.00006048635,"domain_scores_codex":[0.993929,0.004829576,0.000310857,0.0002303213,0.0003232353,0.0003769574],"domain_scores_gemma":[0.9910538,0.008300037,0.0001500443,0.0002733969,0.00009032649,0.000132366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000935876,0.000276366,0.5571129,0.0001571991,0.00004881887,0.00005615983,0.01861556,0.0001247169,0.001290232,0.03478564,0.3591345,0.02746203],"study_design_scores_gemma":[0.0008491214,0.0002583696,0.1182864,0.0001430089,0.00002225391,0.000002209087,0.003602751,0.000457844,0.00002217042,0.02622222,0.8499684,0.0001652231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5371553,0.0002173408,0.0007265696,0.2267862,0.000671923,0.0003722249,0.000002081367,0.0005525689,0.2335158],"genre_scores_gemma":[0.9525106,0.00004508542,0.00116261,0.04287755,0.0004481008,0.00000882131,0.00001622396,0.00001066577,0.002920378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4908339,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04888582772689578,"score_gpt":0.4504333924464671,"score_spread":0.4015475647195713,"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."}}