{"id":"W3042593444","doi":"10.1557/mrs.2020.186","title":"Christopher Blanford: Continually mindful of the societal impact of materials science","year":2020,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"TandemLaunch (Canada)","funders":"","keywords":"Engineering ethics; Nanotechnology; Environmental ethics; Materials science; Engineering; Engineering physics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007033173,0.0005824693,0.0005917507,0.00122875,0.004140801,0.006037201,0.001880926,0.008666382,0.01711353],"category_scores_gemma":[0.02965168,0.0004356193,0.0003346421,0.0006098264,0.005641617,0.007846128,0.003499539,0.01891284,0.008475721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002368587,"about_ca_system_score_gemma":0.006668913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006220419,"about_ca_topic_score_gemma":0.01741809,"domain_scores_codex":[0.9920564,0.001540662,0.0002072594,0.0005269728,0.005172575,0.0004960461],"domain_scores_gemma":[0.9699156,0.008305358,0.001232316,0.00114143,0.01181826,0.007586999],"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":[0.0000121987,0.00001305837,0.0001094399,0.00004961642,0.000004234859,0.00009794864,0.0003299578,0.00002069917,0.0003589434,0.008287457,0.977349,0.01336747],"study_design_scores_gemma":[0.000002572105,0.000005973455,0.0001541831,0.0001075095,0.000002336155,0.0001858233,0.0006973482,0.00002794275,0.0002789572,0.005792458,0.99273,0.00001483714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006012018,0.02111985,0.001492309,0.9225748,0.04029204,0.00000986738,0.00003363192,0.0001259532,0.01375046],"genre_scores_gemma":[0.02622086,0.03947621,0.005726876,0.7137123,0.0308294,0.00004443431,0.00007618358,0.0005015607,0.1834121],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01711353,"threshold_uncertainty_score":0.0572505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007515946411023185,"score_gpt":0.2304641150093338,"score_spread":0.2229481685983106,"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."}}