{"id":"W4293202779","doi":"10.1109/thms.2022.3164775","title":"Public Opinion About the Benefit, Risk, and Acceptance of Aerial Manipulation Systems","year":2022,"lang":"en","type":"article","venue":"IEEE Transactions on Human-Machine Systems","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Ryerson University","keywords":"Public opinion; Business; Risk analysis (engineering); Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007942325,0.0002233542,0.0002951622,0.0007947164,0.0006123897,0.001835978,0.0003068042,0.0009655351,0.004509155],"category_scores_gemma":[0.02633937,0.0001548249,0.0004491326,0.0006457597,0.0008446146,0.001670013,0.0007363699,0.000969702,0.0005636638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152168,"about_ca_system_score_gemma":0.0005400533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004370193,"about_ca_topic_score_gemma":0.003033992,"domain_scores_codex":[0.9957209,0.00197902,0.0002981224,0.0003014945,0.001250253,0.0004501149],"domain_scores_gemma":[0.9621762,0.02132394,0.009435821,0.0009831628,0.004706487,0.001374431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001583371,0.0009990834,0.9086099,0.0002554824,0.0001613192,0.0005064567,0.022035,0.001011908,0.004959918,0.001607019,0.00393671,0.05433392],"study_design_scores_gemma":[0.00009801769,0.001363797,0.9502803,0.0001437894,0.000174116,0.0002079924,0.03174374,0.005157872,0.002493833,0.000830584,0.00740997,0.00009590988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950634,0.00003820071,0.0003069096,0.0006290363,0.00001283396,0.00002850273,0.0001022831,0.000007427925,0.003811376],"genre_scores_gemma":[0.999049,0.000053965,0.0001441462,0.000128496,0.00002045465,0.00003532381,0.00008103238,0.000002593113,0.000484929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007942325,"threshold_uncertainty_score":0.04200351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08642854745479074,"score_gpt":0.3577846786480007,"score_spread":0.2713561311932099,"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."}}