{"id":"W3131953539","doi":"10.1177/1071181320641492","title":"A Mirror-in-the-Sky Navigation Aid: Summary of Qualitative Feedback from Soldier and Civilian Users","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada; University of Toronto","funders":"","keywords":"Flexibility (engineering); Context (archaeology); Computer science; Human–computer interaction; Task (project management); Categorization; Field (mathematics); Turn-by-turn navigation; Artificial intelligence; Engineering; Geography; Systems 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":[0.0005279686,0.0001610214,0.0002681925,0.0000225419,0.0002303246,0.00004390665,0.0002184874,0.0001138037,0.00004858983],"category_scores_gemma":[0.00007552937,0.0001186772,0.0001500241,0.0001156244,0.0002344421,0.0002611552,0.00009543997,0.0002840849,0.000001675073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003089524,"about_ca_system_score_gemma":0.00001010239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007681509,"about_ca_topic_score_gemma":0.000039804,"domain_scores_codex":[0.9988995,0.00005394382,0.0004825674,0.0002691711,0.0001290575,0.0001658235],"domain_scores_gemma":[0.9990194,0.00026273,0.0004806285,0.00006847701,0.0001124255,0.00005636183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001164091,0.00005691799,0.06399427,0.0001376376,0.0001309826,7.421397e-8,0.9199486,0.000002102136,0.007941445,0.003664871,0.003889169,0.0001175247],"study_design_scores_gemma":[0.0009633871,0.0001209014,0.2373065,0.0002418618,0.0000565253,0.000001037335,0.7558275,0.0002295051,0.001859886,0.001325779,0.001832106,0.0002349308],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969831,0.00007554894,0.000002372602,0.00083359,0.0001084959,0.0001941436,0.00009404164,0.00001909621,0.001689618],"genre_scores_gemma":[0.9991372,0.00002102311,0.000288386,0.0003810459,0.00005040096,0.000008336109,0.00001314576,0.00001509714,0.0000854215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1733123,"threshold_uncertainty_score":0.4839517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05256109818617276,"score_gpt":0.3354550106126365,"score_spread":0.2828939124264637,"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."}}