{"id":"W4205844656","doi":"10.1002/cpz1.354","title":"Ethical, Legal, and Social Implications (ELSI) Research: Methods and Approaches","year":2022,"lang":"en","type":"article","venue":"Current Protocols","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Engineering ethics; Field (mathematics); Ethical issues; Point (geometry); Sociology; Political science; Management science; Engineering","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":[0.003691213,0.00008119405,0.0001741592,0.0001194343,0.0008596125,0.00005755625,0.0000818523,0.0001644365,0.00007260087],"category_scores_gemma":[0.0001396857,0.00006612224,0.00003625676,0.0003067593,0.001099153,0.00003840181,0.0003305816,0.001924066,0.000001242829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005209021,"about_ca_system_score_gemma":0.0002243535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004997848,"about_ca_topic_score_gemma":6.704382e-7,"domain_scores_codex":[0.9981594,0.0006794007,0.0002065398,0.0003025206,0.0004423744,0.0002097656],"domain_scores_gemma":[0.9993452,0.0001992558,0.00005349227,0.0001698431,0.00009677246,0.0001354081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008122504,0.0002809851,0.0002369851,0.0006412491,0.00001638443,9.341334e-7,0.001250659,2.541838e-7,0.004735661,0.2784231,0.004345009,0.7099876],"study_design_scores_gemma":[0.0009476729,0.0003092258,0.01323812,0.0000667844,0.00002006918,0.00003248041,0.0003197526,0.0005924965,0.0002490015,0.03292422,0.951198,0.0001021633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.01436545,0.002942516,0.02188112,0.6752901,0.0003120724,0.2803016,0.0001034929,0.0002870106,0.004516605],"genre_scores_gemma":[0.3716855,0.00008060359,0.02185637,0.001423388,0.000877813,0.6031838,0.0001511625,0.00006154791,0.0006797632],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.946853,"threshold_uncertainty_score":0.8359216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6071859814342039,"score_gpt":0.6031181375062187,"score_spread":0.004067843927985204,"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."}}