{"id":"W3047722088","doi":"10.1080/15265161.2020.1782643","title":"Ethically Problematic Medical Device Representation","year":2020,"lang":"en","type":"editorial","venue":"The American Journal of Bioethics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health","keywords":"Bioethics; Representation (politics); Medical ethics; Medical device; Engineering ethics; Psychology; Epistemology; Medicine; Political science; Law; Philosophy; Engineering; Politics","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":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.03095676,0.0003613961,0.001903975,0.0002167558,0.0001659439,0.0001061704,0.001982646,0.002279463,0.0001712979],"category_scores_gemma":[0.4281196,0.0002146209,0.0006698456,0.001106325,0.006832735,0.00007052731,0.0005101331,0.04945672,0.0001127562],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002329542,"about_ca_system_score_gemma":0.0167855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001693825,"about_ca_topic_score_gemma":0.00008095308,"domain_scores_codex":[0.9800457,0.002295332,0.00251404,0.0004709285,0.01419143,0.0004826158],"domain_scores_gemma":[0.6565337,0.3130776,0.009111758,0.002556685,0.01611739,0.002602863],"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":[0.002577903,0.0002244397,0.0001257234,0.001730072,0.0009494582,0.0009124674,0.001786416,0.00000494835,0.0001187927,0.001304414,0.9813908,0.00887461],"study_design_scores_gemma":[0.006843555,0.03068972,0.000703566,0.02980845,0.004615486,0.001626763,0.005992297,0.0005333487,0.0004991509,0.1833958,0.7338431,0.001448637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001193137,0.0006801745,0.001293347,0.6677057,0.3272298,0.0006368445,0.00002886458,0.00005466664,0.001177504],"genre_scores_gemma":[0.008610489,0.01884767,0.00822578,0.01456119,0.9488215,0.00001443131,0.00004367042,0.0001691547,0.0007061528],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6531445,"threshold_uncertainty_score":0.9990158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4064051206381809,"score_gpt":0.6071488374288954,"score_spread":0.2007437167907145,"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."}}