{"id":"W4416302848","doi":"10.24908/pocusj.v10i02.19432","title":"POCUS: Presence, Observation, Connection, Understanding, Story","year":2025,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Battle; Government (linguistics); Expression (computer science); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003498491,0.001275224,0.0006251286,0.002887726,0.001242871,0.005525129,0.001268664,0.001001871,0.0283408],"category_scores_gemma":[0.01575848,0.0006882725,0.0004240967,0.002269962,0.003099771,0.005572147,0.005610382,0.001195538,0.004656606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007662468,"about_ca_system_score_gemma":0.001662672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002167117,"about_ca_topic_score_gemma":0.002560369,"domain_scores_codex":[0.9969431,0.001059172,0.0002609972,0.0002526444,0.001323394,0.0001607384],"domain_scores_gemma":[0.9897984,0.006333313,0.0004769153,0.001034835,0.001224757,0.001131705],"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":[0.001107542,0.0001667888,0.003939128,0.002893841,0.00007187979,0.0006860633,0.01006639,0.0008957558,0.02290757,0.1068529,0.1152704,0.7351417],"study_design_scores_gemma":[0.0002350178,0.0008016454,0.0174493,0.002259829,0.0002492284,0.006194671,0.007777869,0.02492294,0.03486697,0.1023076,0.8025975,0.0003373385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.04505223,0.004260433,0.7845132,0.002499649,0.002066174,0.001827332,0.003811474,0.04377226,0.1121973],"genre_scores_gemma":[0.413822,0.003674267,0.4840706,0.0008081634,0.0005573762,0.003543576,0.005089181,0.0107999,0.07763499],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0283408,"threshold_uncertainty_score":0.09480935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06746027287354674,"score_gpt":0.2857428954996147,"score_spread":0.218282622626068,"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."}}