{"id":"W4413679902","doi":"10.1109/compsac65507.2025.00325","title":"Is Your PIN Safe Against Advanced Human-Centric Shoulder Surfing?","year":2025,"lang":"en","type":"article","venue":"","topic":"Musicians’ Health and Performance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Human–computer interaction","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":[0.002815322,0.0005647293,0.0004205993,0.0008627147,0.0004204876,0.001019079,0.0004739865,0.0009731831,0.002705223],"category_scores_gemma":[0.02119822,0.0001269907,0.0002968648,0.0003198269,0.0009320883,0.002100688,0.000889492,0.0005718959,0.001634971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336581,"about_ca_system_score_gemma":0.0004002681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009500586,"about_ca_topic_score_gemma":0.0009939952,"domain_scores_codex":[0.9976634,0.00101315,0.00009277328,0.0002373329,0.0007334587,0.0002599307],"domain_scores_gemma":[0.9920071,0.004015083,0.001809804,0.0009769534,0.0008724015,0.0003185801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001921157,0.0003827093,0.223739,0.00079081,0.0003218939,0.001035715,0.00139077,0.02488967,0.01565206,0.01276609,0.008373036,0.708737],"study_design_scores_gemma":[0.0001393991,0.008855144,0.2499994,0.001933066,0.0004699874,0.01567349,0.008164205,0.5473296,0.07294451,0.05142319,0.04277957,0.0002883719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8268388,0.00374986,0.128271,0.005814267,0.000402691,0.000235144,0.0003697673,0.0007965705,0.03352189],"genre_scores_gemma":[0.9955996,0.0004928551,0.002927399,0.0001707812,0.00004387484,0.00000759405,0.00004770019,0.000006982723,0.0007032518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002815322,"threshold_uncertainty_score":0.014889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074009496188024,"score_gpt":0.3788709703444559,"score_spread":0.3381308753825756,"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."}}