{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070836,0.0001232557,0.0001447865,0.0002190916,0.0005912288,0.0004772611,0.0008470925,0.00007487862,0.00009385266],"category_scores_gemma":[0.0003998147,0.0001119336,0.00008642696,0.0005498829,0.00006981535,0.0009961415,0.000107478,0.0004656113,0.00004451761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003565393,"about_ca_system_score_gemma":0.0002965202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001238858,"about_ca_topic_score_gemma":0.00001994563,"domain_scores_codex":[0.998639,0.0002426658,0.0002959697,0.0002573901,0.0002895199,0.0002754744],"domain_scores_gemma":[0.9988586,0.0002796776,0.0001279264,0.0003752693,0.0002508113,0.0001077674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004035229,0.0001981623,0.01805486,0.00003760019,0.0001492913,0.00002999471,0.002545658,0.000860235,0.0009799809,0.6704149,0.2996944,0.006994491],"study_design_scores_gemma":[0.001227473,0.0002354364,0.01502474,0.0002220781,0.0000359107,0.0002289837,0.001043767,0.01693026,0.004010959,0.7574881,0.2030974,0.0004548895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01415404,0.0004053883,0.9636517,0.01349387,0.00234744,0.0001031138,9.028915e-7,0.0001141623,0.005729359],"genre_scores_gemma":[0.9847811,0.00005594446,0.008746904,0.001152157,0.0001577269,0.000006636759,5.105115e-7,0.000007444428,0.005091585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9706271,"threshold_uncertainty_score":0.460224,"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."}}